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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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons\", \"asin\": \"B07C65G7PN\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers\", \"asin\": \"B0172CS7W6\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon\", \"asin\": \"B07DPR1WK1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"1544530072\", \"price\": \"$16.65\", \"quantity\": \"\"},\n{\"title\": \"Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden\", \"asin\": \"B01CHRY20W\", \"price\": \"$15.82\", \"quantity\": \"\"},\n{\"title\": \"JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black\", \"asin\": \"B015HWXG4M\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Never Search Alone: The Job Seeker\\u2019s Playbook\", \"asin\": \"B0BJ486SJ1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)\", \"asin\": \"B01L731DSQ\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins\", \"asin\": \"B0D87QW9HS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034\", \"asin\": \"\", \"price\": \"$12.94\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284\", \"asin\": \"\", \"price\": \"$15.32\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012\", \"asin\": \"\", \"price\": \"$12.84\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004\", \"asin\": \"\", \"price\": \"$16.86\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423\", \"asin\": \"\", \"price\": \"$17.10\", \"quantity\": \"\"},\n{\"title\": \"Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch\", \"asin\": \"\", \"price\": \"$62.79\", \"quantity\": \"\"},\n{\"title\": \"DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)\", \"asin\": \"\", \"price\": \"$91.73\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \\u2013 LM2132SP-2\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\\\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Essentialism: The Disciplined Pursuit of Less\", \"asin\": \"\", \"price\": \"$13.28\", \"quantity\": \"\"},\n{\"title\": \"Making Numbers Count: The Art and Science of Communicating Numbers\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Reset: How to Change What's Not Working\", \"asin\": \"\", \"price\": \"$19.04\", \"quantity\": \"\"},\n{\"title\": \"Think Again: The Power of Knowing What You Don't Know\", \"asin\": \"\", \"price\": \"$9.07\", \"quantity\": \"\"},\n{\"title\": \"The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\\u2015Straight Talk on the Challenges of Entrepreneurship\", \"asin\": \"\", \"price\": \"$17.89\", \"quantity\": \"\"},\n{\"title\": \"The Culture Map: Breaking Through the Invisible Boundaries of Global Business\", \"asin\": \"\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers\", \"asin\": \"\", \"price\": \"$19.76\", \"quantity\": \"\"},\n{\"title\": \"The Power of Moments: Why Certain Experiences Have Extraordinary Impact\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Start with Why: How Great Leaders Inspire Everyone to Take Action\", \"asin\": \"\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"The Creative Act: A Way of Being\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Contagious: Why Things Catch On\", \"asin\": \"\", \"price\": \"$15.60\", \"quantity\": \"\"},\n{\"title\": \"Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \\ud835\\udfee\\ud835\\udfec\\ud835\\udfee\\ud835\\udff0 \\ud835\\udde3\\ud835\\uddd6\\ud835\\udde0\\ud835\\uddee\\ud835\\uddf4 \\ud835\\uddd8\\ud835\\uddf1\\ud835\\uddf6\\ud835\\ude01\\ud835\\uddfc\\ud835\\uddff'\\ud835\\ude00 \\ud835\\uddd6\\ud835\\uddf5\\ud835\\uddfc\\ud835\\uddf6\\ud835\\uddf0\\ud835\\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included\", \"asin\": \"\", \"price\": \"$699.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads\", \"asin\": \"\", \"price\": \"$16.80\", \"quantity\": \"\"},\n{\"title\": \"Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CRZ YOGA Men's All Day Comfy Golf Shorts - 7\\\"/9\\\" Stretch Lightweight Flat Front for Casual Work with Pockets\", \"asin\": \"\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER Basic 7\\\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06\", \"asin\": \"\", \"price\": \"$25.91\", \"quantity\": \"\"},\n{\"title\": \"CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \\u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Chain Saw, 16\\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \\u2013 CS1613\", \"asin\": \"\", \"price\": \"$269.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:01.762Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:09:01.762Z
|
click
|
search
|
rule
|
train
| 1,100 |
2025-04-07T16:09:01.762Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "a book of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons", "asin": "B07C65G7PN", "price": "$8.98", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)", "asin": "B0101EUY1O", "price": "$0.99", "quantity": ""},
{"title": "Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers", "asin": "B0172CS7W6", "price": "$16.99", "quantity": ""},
{"title": "JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon", "asin": "B07DPR1WK1", "price": "$79.99", "quantity": ""},
{"title": "The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings", "asin": "1544530072", "price": "$16.65", "quantity": ""},
{"title": "Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden", "asin": "B01CHRY20W", "price": "$15.82", "quantity": ""},
{"title": "JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black", "asin": "B015HWXG4M", "price": "$9.49", "quantity": ""},
{"title": "Never Search Alone: The Job Seeker\u2019s Playbook", "asin": "B0BJ486SJ1", "price": "$15.88", "quantity": ""},
{"title": "Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)", "asin": "B01L731DSQ", "price": "$12.89", "quantity": ""},
{"title": "The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins", "asin": "B0D87QW9HS", "price": "$0.00", "quantity": ""},
{"title": "Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034", "asin": "", "price": "$12.94", "quantity": ""},
{"title": "Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284", "asin": "", "price": "$15.32", "quantity": ""},
{"title": "Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012", "asin": "", "price": "$12.84", "quantity": ""},
{"title": "Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004", "asin": "", "price": "$16.86", "quantity": ""},
{"title": "Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423", "asin": "", "price": "$17.10", "quantity": ""},
{"title": "Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch", "asin": "", "price": "$62.79", "quantity": ""},
{"title": "DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)", "asin": "", "price": "$91.73", "quantity": ""},
{"title": "EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \u2013 LM2132SP-2", "asin": "", "price": "$599.00", "quantity": ""},
{"title": "Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00", "asin": "", "price": "$127.99", "quantity": ""},
{"title": "YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI", "asin": "", "price": "$24.29", "quantity": ""},
{"title": "GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP", "asin": "", "price": "", "quantity": ""},
{"title": "Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing", "asin": "", "price": "", "quantity": ""},
{"title": "Essentialism: The Disciplined Pursuit of Less", "asin": "", "price": "$13.28", "quantity": ""},
{"title": "Making Numbers Count: The Art and Science of Communicating Numbers", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "", "price": "$16.01", "quantity": ""},
{"title": "Reset: How to Change What's Not Working", "asin": "", "price": "$19.04", "quantity": ""},
{"title": "Think Again: The Power of Knowing What You Don't Know", "asin": "", "price": "$9.07", "quantity": ""},
{"title": "The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\u2015Straight Talk on the Challenges of Entrepreneurship", "asin": "", "price": "$17.89", "quantity": ""},
{"title": "The Culture Map: Breaking Through the Invisible Boundaries of Global Business", "asin": "", "price": "$16.89", "quantity": ""},
{"title": "Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers", "asin": "", "price": "$19.76", "quantity": ""},
{"title": "The Power of Moments: Why Certain Experiences Have Extraordinary Impact", "asin": "", "price": "$11.31", "quantity": ""},
{"title": "Start with Why: How Great Leaders Inspire Everyone to Take Action", "asin": "", "price": "$13.94", "quantity": ""},
{"title": "The Creative Act: A Way of Being", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Contagious: Why Things Catch On", "asin": "", "price": "$15.60", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included", "asin": "", "price": "$699.00", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "", "price": "$224.99", "quantity": ""},
{"title": "MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads", "asin": "", "price": "$16.80", "quantity": ""},
{"title": "Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "CRZ YOGA Men's All Day Comfy Golf Shorts - 7\"/9\" Stretch Lightweight Flat Front for Casual Work with Pockets", "asin": "", "price": "$32.30", "quantity": ""},
{"title": "Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397", "asin": "", "price": "$18.62", "quantity": ""},
{"title": "Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "NEEWER Basic 7\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06", "asin": "", "price": "$25.91", "quantity": ""},
{"title": "CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "EGO POWER+ Chain Saw, 16\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \u2013 CS1613", "asin": "", "price": "$269.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:09:01.762Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:09:01.762Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:09:01.762Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1100,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons\", \"asin\": \"B07C65G7PN\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers\", \"asin\": \"B0172CS7W6\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon\", \"asin\": \"B07DPR1WK1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"1544530072\", \"price\": \"$16.65\", \"quantity\": \"\"},\n{\"title\": \"Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden\", \"asin\": \"B01CHRY20W\", \"price\": \"$15.82\", \"quantity\": \"\"},\n{\"title\": \"JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black\", \"asin\": \"B015HWXG4M\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Never Search Alone: The Job Seeker\\u2019s Playbook\", \"asin\": \"B0BJ486SJ1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)\", \"asin\": \"B01L731DSQ\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins\", \"asin\": \"B0D87QW9HS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034\", \"asin\": \"\", \"price\": \"$12.94\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284\", \"asin\": \"\", \"price\": \"$15.32\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012\", \"asin\": \"\", \"price\": \"$12.84\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004\", \"asin\": \"\", \"price\": \"$16.86\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423\", \"asin\": \"\", \"price\": \"$17.10\", \"quantity\": \"\"},\n{\"title\": \"Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch\", \"asin\": \"\", \"price\": \"$62.79\", \"quantity\": \"\"},\n{\"title\": \"DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)\", \"asin\": \"\", \"price\": \"$91.73\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \\u2013 LM2132SP-2\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\\\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Essentialism: The Disciplined Pursuit of Less\", \"asin\": \"\", \"price\": \"$13.28\", \"quantity\": \"\"},\n{\"title\": \"Making Numbers Count: The Art and Science of Communicating Numbers\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Reset: How to Change What's Not Working\", \"asin\": \"\", \"price\": \"$19.04\", \"quantity\": \"\"},\n{\"title\": \"Think Again: The Power of Knowing What You Don't Know\", \"asin\": \"\", \"price\": \"$9.07\", \"quantity\": \"\"},\n{\"title\": \"The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\\u2015Straight Talk on the Challenges of Entrepreneurship\", \"asin\": \"\", \"price\": \"$17.89\", \"quantity\": \"\"},\n{\"title\": \"The Culture Map: Breaking Through the Invisible Boundaries of Global Business\", \"asin\": \"\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers\", \"asin\": \"\", \"price\": \"$19.76\", \"quantity\": \"\"},\n{\"title\": \"The Power of Moments: Why Certain Experiences Have Extraordinary Impact\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Start with Why: How Great Leaders Inspire Everyone to Take Action\", \"asin\": \"\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"The Creative Act: A Way of Being\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Contagious: Why Things Catch On\", \"asin\": \"\", \"price\": \"$15.60\", \"quantity\": \"\"},\n{\"title\": \"Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \\ud835\\udfee\\ud835\\udfec\\ud835\\udfee\\ud835\\udff0 \\ud835\\udde3\\ud835\\uddd6\\ud835\\udde0\\ud835\\uddee\\ud835\\uddf4 \\ud835\\uddd8\\ud835\\uddf1\\ud835\\uddf6\\ud835\\ude01\\ud835\\uddfc\\ud835\\uddff'\\ud835\\ude00 \\ud835\\uddd6\\ud835\\uddf5\\ud835\\uddfc\\ud835\\uddf6\\ud835\\uddf0\\ud835\\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included\", \"asin\": \"\", \"price\": \"$699.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads\", \"asin\": \"\", \"price\": \"$16.80\", \"quantity\": \"\"},\n{\"title\": \"Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CRZ YOGA Men's All Day Comfy Golf Shorts - 7\\\"/9\\\" Stretch Lightweight Flat Front for Casual Work with Pockets\", \"asin\": \"\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER Basic 7\\\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06\", \"asin\": \"\", \"price\": \"$25.91\", \"quantity\": \"\"},\n{\"title\": \"CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \\u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Chain Saw, 16\\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \\u2013 CS1613\", \"asin\": \"\", \"price\": \"$269.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:01.762Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:25.241Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:09:25.241Z
|
click_product
|
0887069916
|
rule
|
train
| 1,101 |
2025-04-07T16:09:25.241Z
|
click_product
|
0887069916
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "a book of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "In Strangers' Arms: The Magic of the Tango\nby Beatriz Dujovne", "asin": "0786463899", "price": "$29.95", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Before We Were Strangers: A Love Story\nby Ren\u00e9e Carlino", "asin": "1501105779", "price": "$11.47", "quantity": ""},
{"title": "No Longer Strangers: Finding Belonging in a World of Alienation\nby Gregory Coles and Jen Pollock Michel", "asin": "0830847901", "price": "$11.99", "quantity": ""},
{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\nPart of: The Children of The Gods Series (30 books)", "asin": "B07Y18XGSS", "price": "$0.00", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\nBook 1 of 95: The Children Of The Gods Paranormal Romance", "asin": "B0101EUY1O", "price": "$0.00", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Confessions to a Stranger (Harbored in Crow\u2019s Nest Book 1)\nBook 1 of 6: Harbored in Crow\u2019s Nest", "asin": "B0BC9RWL2P", "price": "$6.99", "quantity": ""}],
"search_results": [{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Greystone Secrets #1: The Strangers", "asin": "0062838385", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Stranger", "asin": "0395423317", "price": "$9.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Book of Strangers: A Novel", "asin": "0887069916", "price": "$33.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Stranger", "asin": "0451414136", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers: Now an award-winning major film", "asin": "0571224377", "price": "$11.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers", "asin": "0425181111", "price": "$11.15", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "The Stranger on the Road to Emmaus: Who was the Man? What was the Message?", "asin": "1927429943", "price": "$14.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Stranger", "asin": "1949899578", "price": "$17.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Berenstain Bears Learn About Strangers", "asin": "0394873343", "price": "$5.57", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Before We Were Strangers: A Love Story", "asin": "1501105779", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Goodbye Stranger", "asin": "0307980863", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stranger Things: The Official Coloring Book", "asin": "1984861662", "price": "$9.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Talking to Strangers: What We Should Know about the People We Don't Know", "asin": "0316299227", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Strangers in Time: A World War II Novel", "asin": "1538742055", "price": "$21.00", "delivery": "FREE delivery Tue, Apr 15 This title will be released on April 15, 2025."},
{"title": "Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)", "asin": "1739433068", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:09:25.241Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:09:25.241Z\",\"action\": \"click_product\",\"acion_argument\": \"0887069916\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:09:25.241Z\",\"action\": \"click_product\",\"acion_argument\": \"0887069916\",}</answer>",
"index": 1101,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:25.241Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:19.387Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:19:19.387Z
|
click
|
search
|
rule
|
train
| 1,102 |
2025-04-07T16:19:19.387Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "a book of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "In Strangers' Arms: The Magic of the Tango\nby Beatriz Dujovne", "asin": "0786463899", "price": "$29.95", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Before We Were Strangers: A Love Story\nby Ren\u00e9e Carlino", "asin": "1501105779", "price": "$11.47", "quantity": ""},
{"title": "No Longer Strangers: Finding Belonging in a World of Alienation\nby Gregory Coles and Jen Pollock Michel", "asin": "0830847901", "price": "$11.99", "quantity": ""},
{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\nPart of: The Children of The Gods Series (30 books)", "asin": "B07Y18XGSS", "price": "$0.00", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\nBook 1 of 95: The Children Of The Gods Paranormal Romance", "asin": "B0101EUY1O", "price": "$0.00", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Confessions to a Stranger (Harbored in Crow\u2019s Nest Book 1)\nBook 1 of 6: Harbored in Crow\u2019s Nest", "asin": "B0BC9RWL2P", "price": "$6.99", "quantity": ""}],
"search_results": [{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Greystone Secrets #1: The Strangers", "asin": "0062838385", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Stranger", "asin": "0395423317", "price": "$9.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Book of Strangers: A Novel", "asin": "0887069916", "price": "$33.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Stranger", "asin": "0451414136", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers: Now an award-winning major film", "asin": "0571224377", "price": "$11.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers", "asin": "0425181111", "price": "$11.15", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "The Stranger on the Road to Emmaus: Who was the Man? What was the Message?", "asin": "1927429943", "price": "$14.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Stranger", "asin": "1949899578", "price": "$17.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Berenstain Bears Learn About Strangers", "asin": "0394873343", "price": "$5.57", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Before We Were Strangers: A Love Story", "asin": "1501105779", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Goodbye Stranger", "asin": "0307980863", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stranger Things: The Official Coloring Book", "asin": "1984861662", "price": "$9.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Talking to Strangers: What We Should Know about the People We Don't Know", "asin": "0316299227", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Strangers in Time: A World War II Novel", "asin": "1538742055", "price": "$21.00", "delivery": "FREE delivery Tue, Apr 15 This title will be released on April 15, 2025."},
{"title": "Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)", "asin": "1739433068", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:19:19.387Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:19:19.387Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:19:19.387Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1102,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:19.387Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:22.361Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:19:22.361Z
|
input
|
power of stranger
|
rule
|
train
| 1,103 |
2025-04-07T16:19:22.361Z
|
input
|
power of stranger
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "a book of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "In Strangers' Arms: The Magic of the Tango\nby Beatriz Dujovne", "asin": "0786463899", "price": "$29.95", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Before We Were Strangers: A Love Story\nby Ren\u00e9e Carlino", "asin": "1501105779", "price": "$11.47", "quantity": ""},
{"title": "No Longer Strangers: Finding Belonging in a World of Alienation\nby Gregory Coles and Jen Pollock Michel", "asin": "0830847901", "price": "$11.99", "quantity": ""},
{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\nPart of: The Children of The Gods Series (30 books)", "asin": "B07Y18XGSS", "price": "$0.00", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\nBook 1 of 95: The Children Of The Gods Paranormal Romance", "asin": "B0101EUY1O", "price": "$0.00", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Confessions to a Stranger (Harbored in Crow\u2019s Nest Book 1)\nBook 1 of 6: Harbored in Crow\u2019s Nest", "asin": "B0BC9RWL2P", "price": "$6.99", "quantity": ""}],
"search_results": [{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Greystone Secrets #1: The Strangers", "asin": "0062838385", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Stranger", "asin": "0395423317", "price": "$9.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Book of Strangers: A Novel", "asin": "0887069916", "price": "$33.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Stranger", "asin": "0451414136", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers: Now an award-winning major film", "asin": "0571224377", "price": "$11.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers", "asin": "0425181111", "price": "$11.15", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "The Stranger on the Road to Emmaus: Who was the Man? What was the Message?", "asin": "1927429943", "price": "$14.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Stranger", "asin": "1949899578", "price": "$17.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Berenstain Bears Learn About Strangers", "asin": "0394873343", "price": "$5.57", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Before We Were Strangers: A Love Story", "asin": "1501105779", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Goodbye Stranger", "asin": "0307980863", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stranger Things: The Official Coloring Book", "asin": "1984861662", "price": "$9.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Talking to Strangers: What We Should Know about the People We Don't Know", "asin": "0316299227", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Strangers in Time: A World War II Novel", "asin": "1538742055", "price": "$21.00", "delivery": "FREE delivery Tue, Apr 15 This title will be released on April 15, 2025."},
{"title": "Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)", "asin": "1739433068", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:19:22.361Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:19:22.361Z\",\"action\": \"input\",\"acion_argument\": \"power of stranger\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:19:22.361Z\",\"action\": \"input\",\"acion_argument\": \"power of stranger\",}</answer>",
"index": 1103,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"a book of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:22.361Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:22.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:19:22.570Z
|
click
|
search
|
rule
|
train
| 1,104 |
2025-04-07T16:19:22.570Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "power of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "In Strangers' Arms: The Magic of the Tango\nby Beatriz Dujovne", "asin": "0786463899", "price": "$29.95", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Before We Were Strangers: A Love Story\nby Ren\u00e9e Carlino", "asin": "1501105779", "price": "$11.47", "quantity": ""},
{"title": "No Longer Strangers: Finding Belonging in a World of Alienation\nby Gregory Coles and Jen Pollock Michel", "asin": "0830847901", "price": "$11.99", "quantity": ""},
{"title": "The Stranger in the Lifeboat: A Novel\nby Mitch Albom", "asin": "0062888366", "price": "$10.86", "quantity": ""},
{"title": "Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\nPart of: The Children of The Gods Series (30 books)", "asin": "B07Y18XGSS", "price": "$0.00", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\nBook 1 of 95: The Children Of The Gods Paranormal Romance", "asin": "B0101EUY1O", "price": "$0.00", "quantity": ""},
{"title": "Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\nBook 33 of 68: My Dragon Books", "asin": "1950280187", "price": "$12.95", "quantity": ""},
{"title": "Confessions to a Stranger (Harbored in Crow\u2019s Nest Book 1)\nBook 1 of 6: Harbored in Crow\u2019s Nest", "asin": "B0BC9RWL2P", "price": "$6.99", "quantity": ""}],
"search_results": [{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Greystone Secrets #1: The Strangers", "asin": "0062838385", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Stranger", "asin": "0395423317", "price": "$9.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Book of Strangers: A Novel", "asin": "0887069916", "price": "$33.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Stranger", "asin": "0451414136", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers: Now an award-winning major film", "asin": "0571224377", "price": "$11.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Strangers", "asin": "0425181111", "price": "$11.15", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "The Stranger on the Road to Emmaus: Who was the Man? What was the Message?", "asin": "1927429943", "price": "$14.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "The Stranger", "asin": "1949899578", "price": "$17.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "The Berenstain Bears Learn About Strangers", "asin": "0394873343", "price": "$5.57", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Before We Were Strangers: A Love Story", "asin": "1501105779", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Goodbye Stranger", "asin": "0307980863", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stranger Things: The Official Coloring Book", "asin": "1984861662", "price": "$9.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Talking to Strangers: What We Should Know about the People We Don't Know", "asin": "0316299227", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Strangers in Time: A World War II Novel", "asin": "1538742055", "price": "$21.00", "delivery": "FREE delivery Tue, Apr 15 This title will be released on April 15, 2025."},
{"title": "Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)", "asin": "1739433068", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:19:22.570Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:19:22.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:19:22.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1104,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"In Strangers' Arms: The Magic of the Tango\\nby Beatriz Dujovne\", \"asin\": \"0786463899\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Before We Were Strangers: A Love Story\\nby Ren\\u00e9e Carlino\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"quantity\": \"\"},\n{\"title\": \"No Longer Strangers: Finding Belonging in a World of Alienation\\nby Gregory Coles and Jen Pollock Michel\", \"asin\": \"0830847901\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"The Stranger in the Lifeboat: A Novel\\nby Mitch Albom\", \"asin\": \"0062888366\", \"price\": \"$10.86\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger Trilogy: The Children of the Gods Series Books 1-3\\nPart of: The Children of The Gods Series (30 books)\", \"asin\": \"B07Y18XGSS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\\nBook 1 of 95: The Children Of The Gods Paranormal Romance\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Teach Your Dragon about Stranger Danger: A Cute Children Story To Teach Kids About Strangers and Safety. (My Dragon Books)\\nBook 33 of 68: My Dragon Books\", \"asin\": \"1950280187\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Confessions to a Stranger (Harbored in Crow\\u2019s Nest Book 1)\\nBook 1 of 6: Harbored in Crow\\u2019s Nest\", \"asin\": \"B0BC9RWL2P\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Greystone Secrets #1: The Strangers\", \"asin\": \"0062838385\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Stranger\", \"asin\": \"0395423317\", \"price\": \"$9.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Book of Strangers: A Novel\", \"asin\": \"0887069916\", \"price\": \"$33.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Stranger\", \"asin\": \"0451414136\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers: Now an award-winning major film\", \"asin\": \"0571224377\", \"price\": \"$11.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Strangers\", \"asin\": \"0425181111\", \"price\": \"$11.15\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"The Stranger on the Road to Emmaus: Who was the Man? What was the Message?\", \"asin\": \"1927429943\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"The Stranger\", \"asin\": \"1949899578\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"The Berenstain Bears Learn About Strangers\", \"asin\": \"0394873343\", \"price\": \"$5.57\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Before We Were Strangers: A Love Story\", \"asin\": \"1501105779\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Goodbye Stranger\", \"asin\": \"0307980863\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Things: The Official Coloring Book\", \"asin\": \"1984861662\", \"price\": \"$9.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Talking to Strangers: What We Should Know about the People We Don't Know\", \"asin\": \"0316299227\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Strangers in Time: A World War II Novel\", \"asin\": \"1538742055\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Tue, Apr 15 This title will be released on April 15, 2025.\"},\n{\"title\": \"Little Stranger: A Dark Taboo Romance (The Web of Silence Duet)\", \"asin\": \"1739433068\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:22.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B008OI5COY\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B00GAVCU60\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B09RN44F1B\"},\n{\"title\": \"Powerful Stranger\", \"asin\": \"B000QOGIF6\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B07BTD2XJN\"},\n{\"title\": \"On Stranger Tides\", \"asin\": \"006209453X\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Power\", \"asin\": \"B0B4YMVYD9\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B09RN4CJM5\"},\n{\"title\": \"Consequential Strangers: Turning Everyday Encounters Into Life-Changing Moments\", \"asin\": \"0393338452\"},\n{\"title\": \"4 Eddie Munson Lightning Guitar Power T-Shirt\", \"asin\": \"B0B5M2SW6Y\", \"price\": \"$23.50\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"4 Eddie Munson Hellfire Club Guitar Power T-Shirt\", \"asin\": \"B0B5M6WG1N\", \"price\": \"$23.50\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"Stranger Power\", \"asin\": \"B0B4YJLKZ9\"},\n{\"title\": \"[ On Stranger Tides [ ON STRANGER TIDES BY Powers, Tim ( Author ) Apr-26-2011[ ON STRANGER TIDES [ ON STRANGER TIDES BY POWERS, TIM ( AUTHOR ) APR-26-2011 ] By Powers, Tim ( Author )Apr-26-2011 Paperback\", \"asin\": \"B00A9Z0MGS\"},\n{\"title\": \"Strangers on a Bridge: The Case of Colonel Abel and Francis Gary Powers\", \"asin\": \"1501118781\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B0CC42F144\"},\n{\"title\": \"Stranger Things: Tales from Hawkins (Graphic Novel)\", \"asin\": \"1506727670\", \"price\": \"$13.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Corridors of Power (The Strangers and Brothers Novels)\", \"asin\": \"B0DCPBFBZT\", \"price\": \"$17.99\", \"delivery\": \"Available instantly\"},\n{\"title\": \"Stronger With You - Eau de Toilette - Cologne for Men - Warm Spicy Fragrance - Chestnut, Lavender, Tender Sage, Vanilla Notes\", \"asin\": \"B071SGZ7CK\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4 Eddie Munson Hellfire Club Guitar Power Tank Top\", \"asin\": \"B0B5M43T6M\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4 Eddie Munson Lightning Guitar Power Pullover Hoodie\", \"asin\": \"B0B5M3ZN4W\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"In the Eyes of a Stranger [DVD]\", \"asin\": \"B0001WTVHK\", \"price\": \"$9.88\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 1 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:30.051Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:19:30.051Z
|
click_product
|
1984855778
|
rule
|
train
| 1,105 |
2025-04-07T16:19:30.051Z
|
click_product
|
1984855778
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "power of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"search_results": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Power Strangers", "asin": "B008OI5COY"},
{"title": "Power Strangers", "asin": "B00GAVCU60"},
{"title": "Power Strangers", "asin": "B09RN44F1B"},
{"title": "Powerful Stranger", "asin": "B000QOGIF6"},
{"title": "Power Strangers", "asin": "B07BTD2XJN"},
{"title": "On Stranger Tides", "asin": "006209453X", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Stranger Power", "asin": "B0B4YMVYD9"},
{"title": "Power Strangers", "asin": "B09RN4CJM5"},
{"title": "Consequential Strangers: Turning Everyday Encounters Into Life-Changing Moments", "asin": "0393338452"},
{"title": "4 Eddie Munson Lightning Guitar Power T-Shirt", "asin": "B0B5M2SW6Y", "price": "$23.50", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "4 Eddie Munson Hellfire Club Guitar Power T-Shirt", "asin": "B0B5M6WG1N", "price": "$23.50", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "Stranger Power", "asin": "B0B4YJLKZ9"},
{"title": "[ On Stranger Tides [ ON STRANGER TIDES BY Powers, Tim ( Author ) Apr-26-2011[ ON STRANGER TIDES [ ON STRANGER TIDES BY POWERS, TIM ( AUTHOR ) APR-26-2011 ] By Powers, Tim ( Author )Apr-26-2011 Paperback", "asin": "B00A9Z0MGS"},
{"title": "Strangers on a Bridge: The Case of Colonel Abel and Francis Gary Powers", "asin": "1501118781"},
{"title": "Power Strangers", "asin": "B0CC42F144"},
{"title": "Stranger Things: Tales from Hawkins (Graphic Novel)", "asin": "1506727670", "price": "$13.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Corridors of Power (The Strangers and Brothers Novels)", "asin": "B0DCPBFBZT", "price": "$17.99", "delivery": "Available instantly"},
{"title": "Stronger With You - Eau de Toilette - Cologne for Men - Warm Spicy Fragrance - Chestnut, Lavender, Tender Sage, Vanilla Notes", "asin": "B071SGZ7CK", "price": "$110.00", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "4 Eddie Munson Hellfire Club Guitar Power Tank Top", "asin": "B0B5M43T6M", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "4 Eddie Munson Lightning Guitar Power Pullover Hoodie", "asin": "B0B5M3ZN4W", "price": "$43.99", "delivery": "FREE delivery Fri, Apr 11"},
{"title": "In the Eyes of a Stranger [DVD]", "asin": "B0001WTVHK", "price": "$9.88", "delivery": "FREE delivery Thu, Apr 10 Only 1 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:19:30.051Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:19:30.051Z\",\"action\": \"click_product\",\"acion_argument\": \"1984855778\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:19:30.051Z\",\"action\": \"click_product\",\"acion_argument\": \"1984855778\",}</answer>",
"index": 1105,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B008OI5COY\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B00GAVCU60\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B09RN44F1B\"},\n{\"title\": \"Powerful Stranger\", \"asin\": \"B000QOGIF6\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B07BTD2XJN\"},\n{\"title\": \"On Stranger Tides\", \"asin\": \"006209453X\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stranger Power\", \"asin\": \"B0B4YMVYD9\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B09RN4CJM5\"},\n{\"title\": \"Consequential Strangers: Turning Everyday Encounters Into Life-Changing Moments\", \"asin\": \"0393338452\"},\n{\"title\": \"4 Eddie Munson Lightning Guitar Power T-Shirt\", \"asin\": \"B0B5M2SW6Y\", \"price\": \"$23.50\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"4 Eddie Munson Hellfire Club Guitar Power T-Shirt\", \"asin\": \"B0B5M6WG1N\", \"price\": \"$23.50\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"Stranger Power\", \"asin\": \"B0B4YJLKZ9\"},\n{\"title\": \"[ On Stranger Tides [ ON STRANGER TIDES BY Powers, Tim ( Author ) Apr-26-2011[ ON STRANGER TIDES [ ON STRANGER TIDES BY POWERS, TIM ( AUTHOR ) APR-26-2011 ] By Powers, Tim ( Author )Apr-26-2011 Paperback\", \"asin\": \"B00A9Z0MGS\"},\n{\"title\": \"Strangers on a Bridge: The Case of Colonel Abel and Francis Gary Powers\", \"asin\": \"1501118781\"},\n{\"title\": \"Power Strangers\", \"asin\": \"B0CC42F144\"},\n{\"title\": \"Stranger Things: Tales from Hawkins (Graphic Novel)\", \"asin\": \"1506727670\", \"price\": \"$13.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Corridors of Power (The Strangers and Brothers Novels)\", \"asin\": \"B0DCPBFBZT\", \"price\": \"$17.99\", \"delivery\": \"Available instantly\"},\n{\"title\": \"Stronger With You - Eau de Toilette - Cologne for Men - Warm Spicy Fragrance - Chestnut, Lavender, Tender Sage, Vanilla Notes\", \"asin\": \"B071SGZ7CK\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4 Eddie Munson Hellfire Club Guitar Power Tank Top\", \"asin\": \"B0B5M43T6M\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4 Eddie Munson Lightning Guitar Power Pullover Hoodie\", \"asin\": \"B0B5M3ZN4W\", \"price\": \"$43.99\", \"delivery\": \"FREE delivery Fri, Apr 11\"},\n{\"title\": \"In the Eyes of a Stranger [DVD]\", \"asin\": \"B0001WTVHK\", \"price\": \"$9.88\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 1 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:19:30.051Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"1984855778\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World Hardcover \\u2013 July 13, 2021\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"B0B2KW6T7J\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"How to Talk to Anyone About Anything: Improve Your Social Skills, Master Small Talk, Connect Effortlessly, and Make Real Friends (Communication Skills Training)\", \"asin\": \"B08ZW85PPX\", \"price\": \"$14.32\", \"quantity\": \"\"},\n{\"title\": \"Science in the Kitchen and the Art of Eating Well (Lorenzo Da Ponte Italian Library)\", \"asin\": \"0802086578\", \"price\": \"$57.31\", \"quantity\": \"\"},\n{\"title\": \"Unleash Your Transformation: Using the Power of the Flywheel to Transform Your Business\", \"asin\": \"1642256188\", \"price\": \"$24.81\", \"quantity\": \"\"},\n{\"title\": \"The Science of Rapid Skill Acquisition: Advanced Methods to Learn, Remember, and Master New Skills and Information (Learning how to Learn)\", \"asin\": \"1797031856\", \"price\": \"$14.24\", \"quantity\": \"\"},\n{\"title\": \"The Psychology of Belonging (The Psychology of Everything)\", \"asin\": \"0367347520\", \"price\": \"$13.31\", \"quantity\": \"\"},\n{\"title\": \"The First Minute: How to Start Conversations That Get Results (Business Communication Skills Books)\", \"asin\": \"183824400X\", \"price\": \"$13.89\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:23:07.364Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:23:07.364Z
|
purchase
|
1984855778
|
rule
|
train
| 1,106 |
2025-04-07T16:23:07.364Z
|
purchase
|
1984855778
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "power of stranger"}],
"cart_items": [{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "1984855778"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World Hardcover \u2013 July 13, 2021"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings", "asin": "B0B2KW6T7J", "price": "$9.99", "quantity": ""},
{"title": "How to Talk to Anyone About Anything: Improve Your Social Skills, Master Small Talk, Connect Effortlessly, and Make Real Friends (Communication Skills Training)", "asin": "B08ZW85PPX", "price": "$14.32", "quantity": ""},
{"title": "Science in the Kitchen and the Art of Eating Well (Lorenzo Da Ponte Italian Library)", "asin": "0802086578", "price": "$57.31", "quantity": ""},
{"title": "Unleash Your Transformation: Using the Power of the Flywheel to Transform Your Business", "asin": "1642256188", "price": "$24.81", "quantity": ""},
{"title": "The Science of Rapid Skill Acquisition: Advanced Methods to Learn, Remember, and Master New Skills and Information (Learning how to Learn)", "asin": "1797031856", "price": "$14.24", "quantity": ""},
{"title": "The Psychology of Belonging (The Psychology of Everything)", "asin": "0367347520", "price": "$13.31", "quantity": ""},
{"title": "The First Minute: How to Start Conversations That Get Results (Business Communication Skills Books)", "asin": "183824400X", "price": "$13.89", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:23:07.364Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:23:07.364Z\",\"action\": \"purchase\",\"acion_argument\": \"1984855778\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:23:07.364Z\",\"action\": \"purchase\",\"acion_argument\": \"1984855778\",}</answer>",
"index": 1106,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"power of stranger\"}],\n\"cart_items\": [{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"1984855778\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World Hardcover \\u2013 July 13, 2021\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"B0B2KW6T7J\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"How to Talk to Anyone About Anything: Improve Your Social Skills, Master Small Talk, Connect Effortlessly, and Make Real Friends (Communication Skills Training)\", \"asin\": \"B08ZW85PPX\", \"price\": \"$14.32\", \"quantity\": \"\"},\n{\"title\": \"Science in the Kitchen and the Art of Eating Well (Lorenzo Da Ponte Italian Library)\", \"asin\": \"0802086578\", \"price\": \"$57.31\", \"quantity\": \"\"},\n{\"title\": \"Unleash Your Transformation: Using the Power of the Flywheel to Transform Your Business\", \"asin\": \"1642256188\", \"price\": \"$24.81\", \"quantity\": \"\"},\n{\"title\": \"The Science of Rapid Skill Acquisition: Advanced Methods to Learn, Remember, and Master New Skills and Information (Learning how to Learn)\", \"asin\": \"1797031856\", \"price\": \"$14.24\", \"quantity\": \"\"},\n{\"title\": \"The Psychology of Belonging (The Psychology of Everything)\", \"asin\": \"0367347520\", \"price\": \"$13.31\", \"quantity\": \"\"},\n{\"title\": \"The First Minute: How to Start Conversations That Get Results (Business Communication Skills Books)\", \"asin\": \"183824400X\", \"price\": \"$13.89\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:23:07.364Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:10.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:10.640Z
|
click
|
review
|
rule
|
train
| 1,107 |
2025-04-12T13:25:10.640Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:10.640Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:10.640Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:10.640Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1107,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:10.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:49.122Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:49.122Z
|
click
|
review
|
rule
|
train
| 1,108 |
2025-04-12T13:25:49.122Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:49.122Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:49.122Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:49.122Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1108,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:49.122Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:51.567Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:51.567Z
|
click
|
review
|
rule
|
train
| 1,109 |
2025-04-12T13:25:51.567Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:51.567Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:51.567Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:51.567Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1109,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:51.567Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:56.998Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:56.998Z
|
click
|
review
|
rule
|
train
| 1,110 |
2025-04-12T13:25:56.998Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:56.998Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:56.998Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:56.998Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1110,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:56.998Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:57.641Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:57.641Z
|
click
|
review
|
rule
|
train
| 1,111 |
2025-04-12T13:25:57.641Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:57.641Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:57.641Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:57.641Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1111,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:57.641Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:58.257Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:58.257Z
|
click
|
review
|
rule
|
train
| 1,112 |
2025-04-12T13:25:58.257Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:58.257Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:58.257Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:58.257Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1112,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:58.257Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:58.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:58.969Z
|
click
|
review
|
rule
|
train
| 1,113 |
2025-04-12T13:25:58.969Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:58.969Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:58.969Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:58.969Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1113,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:58.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:59.514Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:25:59.514Z
|
click
|
review
|
rule
|
train
| 1,114 |
2025-04-12T13:25:59.514Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:25:59.514Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:25:59.514Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:25:59.514Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1114,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:25:59.514Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:00.072Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:26:00.072Z
|
click
|
review
|
rule
|
train
| 1,115 |
2025-04-12T13:26:00.072Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:26:00.072Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:26:00.072Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:26:00.072Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1115,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:00.072Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:04.918Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:26:04.918Z
|
click
|
review
|
rule
|
train
| 1,116 |
2025-04-12T13:26:04.918Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:26:04.918Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:26:04.918Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:26:04.918Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1116,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:04.918Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:05.689Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:26:05.689Z
|
click
|
review
|
rule
|
train
| 1,117 |
2025-04-12T13:26:05.689Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:26:05.689Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:26:05.689Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:26:05.689Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1117,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:05.689Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:06.454Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T13:26:06.454Z
|
click
|
review
|
rule
|
train
| 1,118 |
2025-04-12T13:26:06.454Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.87", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "0008376107"},
{"title": "The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \u2013 Illustrated, June 25, 2020"}],
"promotion_items": [{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King", "asin": "0547928181", "price": "$38.50", "quantity": ""},
{"title": "The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)", "asin": "0063417065", "price": "$87.62", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""},
{"title": "The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)", "asin": "0063347539", "price": "$41.14", "quantity": ""},
{"title": "The Lord Of The Rings Deluxe Edition", "asin": "0544273443", "price": "$24.49", "quantity": ""},
{"title": "Lord of the Rings Planner Notebook Collection (Set of 3)", "asin": "B0D6LRFYHK", "price": "$14.99", "quantity": ""},
{"title": "The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium", "asin": "1974749665", "price": "$88.52", "quantity": ""},
{"title": "Anne of Green Gables (Masterpiece Library Edition)", "asin": "1441344330", "price": "$15.99", "quantity": ""},
{"title": "The Lord of the Rings Memory Journal: Reflect, Record, Remember", "asin": "B0D6LPQYCH", "price": "$14.99", "quantity": ""},
{"title": "The Lord of the Rings Illustrated (Tolkien Illustrated Editions)", "asin": "0358653037", "price": "$47.49", "quantity": ""},
{"title": "The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set", "asin": "0544445783", "price": "$34.98", "quantity": ""},
{"title": "The Lord of the Rings 3-Book Paperback Box Set", "asin": "0358439191", "price": "$26.38", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T13:26:06.454Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T13:26:06.454Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T13:26:06.454Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1118,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.87\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0008376107\"},\n{\"title\": \"The Hobbit & The Lord of the Rings Boxed Set: Illustrated edition Hardcover \\u2013 Illustrated, June 25, 2020\"}],\n\"promotion_items\": [{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit and The Lord of the Rings Boxed Set: The Fellowship / The Two Towers / The Return of the King\", \"asin\": \"0547928181\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Deluxe Illustrated by the Author: Special Edition (Tolkien Illustrated Editions)\", \"asin\": \"0063417065\", \"price\": \"$87.62\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit Illustrated by the Author: Illustrated by J.R.R. Tolkien (Tolkien Illustrated Editions)\", \"asin\": \"0063347539\", \"price\": \"$41.14\", \"quantity\": \"\"},\n{\"title\": \"The Lord Of The Rings Deluxe Edition\", \"asin\": \"0544273443\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Lord of the Rings Planner Notebook Collection (Set of 3)\", \"asin\": \"B0D6LRFYHK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Legend of Zelda: Twilight Princess Complete Box Set: Includes volumes 1-11 with premium\", \"asin\": \"1974749665\", \"price\": \"$88.52\", \"quantity\": \"\"},\n{\"title\": \"Anne of Green Gables (Masterpiece Library Edition)\", \"asin\": \"1441344330\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Memory Journal: Reflect, Record, Remember\", \"asin\": \"B0D6LPQYCH\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings Illustrated (Tolkien Illustrated Editions)\", \"asin\": \"0358653037\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"The Hobbit And The Lord Of The Rings: Deluxe Pocket Boxed Set\", \"asin\": \"0544445783\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"The Lord of the Rings 3-Book Paperback Box Set\", \"asin\": \"0358439191\", \"price\": \"$26.38\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T13:26:06.454Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:45:22.740Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T17:45:22.740Z
|
click
|
nav_bar
|
rule
|
train
| 1,119 |
2025-04-12T17:45:22.740Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:45:22.740Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T17:45:22.740Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T17:45:22.740Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1119,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:45:22.740Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07BNXXJKB\"},\n{\"title\": \"YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth\"},\n{\"price\": \"$349.95\"},\n{\"bullet_list\": \"5.1-Channel powerful surround sound.Audio Delay : Yes (0-500 ms). Extensive Connection - HDMI CEC : Yes. Bluetooth for wireless connectivity HDMI 2.1 with HDCP 2.2 (4-in/1-out) 4K Ultra HD support, HDR10, Dolby vision, hybrid log-gamma and BT.2020 YPAO auto-calibration technology for ideal sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"5.1 Receiver\"}],\n\"promotion_items\": [{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"B0B9QF1L4K\", \"price\": \"$399.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM\", \"asin\": \"B08VRHJV8K\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Bluetooth Home Audio Amplifier Receiver Stereo 300W Dual Channel Sound Audio System w/MP3, USB, SD, AUX, RCA, MIC, Headphone, FM, LED, Reverb Delay, for Home Theater Speakers, Studio - PDA69BU\", \"asin\": \"B09QLG8RC3\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems\", \"asin\": \"B0CFWQP9MC\", \"price\": \"$749.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S770H 7.2 Ch Home Theater Receiver - 8K UHD HDMI Receiver (75W X 7), Wireless Streaming via Built-in HEOS, Bluetooth & Wi-Fi, Dolby TrueHD, DTS Neural:X & DTS:X Surround Sound\", \"asin\": \"B0CCQ1Q9NT\", \"price\": \"$511.75\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems\", \"asin\": \"B0CFWQP9MC\", \"price\": \"$749.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"B01LXS36BT\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha Audio A-S301BL Natural Sound Integrated Stereo Amplifier (Black)\", \"asin\": \"B00MXUCN0A\", \"price\": \"$349.95\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (50FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 50 Feet\", \"asin\": \"B09TND4BH6\", \"price\": \"$32.48\", \"quantity\": \"\"},\n{\"title\": \"WiiM Pro AirPlay 2 Receiver, Google Cast Audio, WiFi Multiroom Streamer, Compatible with Alexa, Siri and Google Assistant, Stream Hi-Res Audio from Spotify, Amazon Music, Tidal and More\", \"asin\": \"B0BJDY6D1W\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"WiiM Amp Pro: 60W Multiroom Streaming Amplifier | Compatible with Google Cast & Alexa, Stream Spotify, Amazon Music, Tidal & More | HDMI ARC, Sub Out, Voice Control, Premium ESS DAC | Dark Gray\", \"asin\": \"B0DFPJ91ZX\", \"price\": \"$379.00\", \"quantity\": \"\"},\n{\"title\": \"WSA-5RP Wireless Surround Sound Rear Speakers Kit with 2 x 50W Amplifier Built-in, ...\", \"asin\": \"B08J8CJJTR\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM\", \"asin\": \"B08VRHJV8K\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth\", \"asin\": \"B07BNXXJKB\", \"price\": \"$349.95\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"B0B9QF1L4K\", \"price\": \"$399.00\"},\n{\"title\": \"Onkyo TX-NR6100 7.2 Channel 8K Smart AV Receiver - THX Certified, Works with Sonos Certified, and Ultimate 4K Gaming Experience\", \"asin\": \"B09LH9XZJ5\", \"price\": \"$399.00\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\"},\n{\"title\": \"Onkyo TX-SR3100 5.2-Channel AV Receiver - Dolby Atmos, Dolby Height Virtualizer, Dolby Vision and More\", \"asin\": \"B0CCYWQ2B7\", \"price\": \"$248.00\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"B078WFDR8D\", \"price\": \"$198.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:45:55.421Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T17:45:55.421Z
|
click
|
other
|
rule
|
train
| 1,120 |
2025-04-12T17:45:55.421Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07BNXXJKB"},
{"title": "YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth"},
{"price": "$349.95"},
{"bullet_list": "5.1-Channel powerful surround sound.Audio Delay : Yes (0-500 ms). Extensive Connection - HDMI CEC : Yes. Bluetooth for wireless connectivity HDMI 2.1 with HDCP 2.2 (4-in/1-out) 4K Ultra HD support, HDR10, Dolby vision, hybrid log-gamma and BT.2020 YPAO auto-calibration technology for ideal sound"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "5.1 Receiver"}],
"promotion_items": [{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "B0B9QF1L4K", "price": "$399.00", "quantity": ""},
{"title": "Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)", "asin": "B07HRWJT9F", "price": "$259.00", "quantity": ""},
{"title": "Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM", "asin": "B08VRHJV8K", "price": "$219.99", "quantity": ""},
{"title": "Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS", "asin": "B07SM233YP", "price": "$599.00", "quantity": ""},
{"title": "AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...", "asin": "B0BX8TGZZF", "price": "$31.99", "quantity": ""},
{"title": "Pyle Bluetooth Home Audio Amplifier Receiver Stereo 300W Dual Channel Sound Audio System w/MP3, USB, SD, AUX, RCA, MIC, Headphone, FM, LED, Reverb Delay, for Home Theater Speakers, Studio - PDA69BU", "asin": "B09QLG8RC3", "price": "$79.99", "quantity": ""},
{"title": "Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems", "asin": "B0CFWQP9MC", "price": "$749.00", "quantity": ""},
{"title": "Denon AVR-S770H 7.2 Ch Home Theater Receiver - 8K UHD HDMI Receiver (75W X 7), Wireless Streaming via Built-in HEOS, Bluetooth & Wi-Fi, Dolby TrueHD, DTS Neural:X & DTS:X Surround Sound", "asin": "B0CCQ1Q9NT", "price": "$511.75", "quantity": ""},
{"title": "AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...", "asin": "B0BX8TGZZF", "price": "$31.99", "quantity": ""},
{"title": "Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems", "asin": "B0CFWQP9MC", "price": "$749.00", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT", "asin": "B01LXS36BT", "price": "$114.49", "quantity": ""},
{"title": "Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)", "asin": "B07HRWJT9F", "price": "$259.00", "quantity": ""},
{"title": "Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS", "asin": "B07SM233YP", "price": "$599.00", "quantity": ""},
{"title": "Yamaha Audio A-S301BL Natural Sound Integrated Stereo Amplifier (Black)", "asin": "B00MXUCN0A", "price": "$349.95", "quantity": ""},
{"title": "GEARit RCA Cable (50FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 50 Feet", "asin": "B09TND4BH6", "price": "$32.48", "quantity": ""},
{"title": "WiiM Pro AirPlay 2 Receiver, Google Cast Audio, WiFi Multiroom Streamer, Compatible with Alexa, Siri and Google Assistant, Stream Hi-Res Audio from Spotify, Amazon Music, Tidal and More", "asin": "B0BJDY6D1W", "price": "$149.00", "quantity": ""},
{"title": "WiiM Amp Pro: 60W Multiroom Streaming Amplifier | Compatible with Google Cast & Alexa, Stream Spotify, Amazon Music, Tidal & More | HDMI ARC, Sub Out, Voice Control, Premium ESS DAC | Dark Gray", "asin": "B0DFPJ91ZX", "price": "$379.00", "quantity": ""},
{"title": "WSA-5RP Wireless Surround Sound Rear Speakers Kit with 2 x 50W Amplifier Built-in, ...", "asin": "B08J8CJJTR", "price": "$189.99", "quantity": ""},
{"title": "Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS", "asin": "B07SM233YP", "price": "$599.00", "quantity": ""},
{"title": "Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM", "asin": "B08VRHJV8K", "price": "$219.99", "quantity": ""},
{"title": "AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...", "asin": "B0BX8TGZZF", "price": "$31.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth", "asin": "B07BNXXJKB", "price": "$349.95"},
{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "B0B9QF1L4K", "price": "$399.00"},
{"title": "Onkyo TX-NR6100 7.2 Channel 8K Smart AV Receiver - THX Certified, Works with Sonos Certified, and Ultimate 4K Gaming Experience", "asin": "B09LH9XZJ5", "price": "$399.00"},
{"title": "Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)", "asin": "B07HRWJT9F", "price": "$259.00"},
{"title": "Onkyo TX-SR3100 5.2-Channel AV Receiver - Dolby Atmos, Dolby Height Virtualizer, Dolby Vision and More", "asin": "B0CCYWQ2B7", "price": "$248.00"},
{"title": "Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black", "asin": "B078WFDR8D", "price": "$198.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T17:45:55.421Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T17:45:55.421Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T17:45:55.421Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1120,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07BNXXJKB\"},\n{\"title\": \"YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth\"},\n{\"price\": \"$349.95\"},\n{\"bullet_list\": \"5.1-Channel powerful surround sound.Audio Delay : Yes (0-500 ms). Extensive Connection - HDMI CEC : Yes. Bluetooth for wireless connectivity HDMI 2.1 with HDCP 2.2 (4-in/1-out) 4K Ultra HD support, HDR10, Dolby vision, hybrid log-gamma and BT.2020 YPAO auto-calibration technology for ideal sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"5.1 Receiver\"}],\n\"promotion_items\": [{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"B0B9QF1L4K\", \"price\": \"$399.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM\", \"asin\": \"B08VRHJV8K\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Bluetooth Home Audio Amplifier Receiver Stereo 300W Dual Channel Sound Audio System w/MP3, USB, SD, AUX, RCA, MIC, Headphone, FM, LED, Reverb Delay, for Home Theater Speakers, Studio - PDA69BU\", \"asin\": \"B09QLG8RC3\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems\", \"asin\": \"B0CFWQP9MC\", \"price\": \"$749.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S770H 7.2 Ch Home Theater Receiver - 8K UHD HDMI Receiver (75W X 7), Wireless Streaming via Built-in HEOS, Bluetooth & Wi-Fi, Dolby TrueHD, DTS Neural:X & DTS:X Surround Sound\", \"asin\": \"B0CCQ1Q9NT\", \"price\": \"$511.75\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-X1800H 7.2 Channel AV Receiver - 80W/Channel, Wireless Streaming via Built-in HEOS, WiFi, & Bluetooth, Supports Dolby Vision, HDR10+, Dynamic HDR, and Home Automation Systems\", \"asin\": \"B0CFWQP9MC\", \"price\": \"$749.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"B01LXS36BT\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha Audio A-S301BL Natural Sound Integrated Stereo Amplifier (Black)\", \"asin\": \"B00MXUCN0A\", \"price\": \"$349.95\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (50FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 50 Feet\", \"asin\": \"B09TND4BH6\", \"price\": \"$32.48\", \"quantity\": \"\"},\n{\"title\": \"WiiM Pro AirPlay 2 Receiver, Google Cast Audio, WiFi Multiroom Streamer, Compatible with Alexa, Siri and Google Assistant, Stream Hi-Res Audio from Spotify, Amazon Music, Tidal and More\", \"asin\": \"B0BJDY6D1W\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"WiiM Amp Pro: 60W Multiroom Streaming Amplifier | Compatible with Google Cast & Alexa, Stream Spotify, Amazon Music, Tidal & More | HDMI ARC, Sub Out, Voice Control, Premium ESS DAC | Dark Gray\", \"asin\": \"B0DFPJ91ZX\", \"price\": \"$379.00\", \"quantity\": \"\"},\n{\"title\": \"WSA-5RP Wireless Surround Sound Rear Speakers Kit with 2 x 50W Amplifier Built-in, ...\", \"asin\": \"B08J8CJJTR\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Cambridge Audio AXR100 100-Watt Stereo Receiver with Bluetooth | Built-in Phono Stage, 3.5mm Input, AM/FM with RDS\", \"asin\": \"B07SM233YP\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle 1000W Bluetooth Home Theater Karaoke Receiver - 5.2-Ch Stereo Amplifier 2 UHF Wireless Microphone Video Pass-Through Supports, MP3/USB/HDMI/AM/FM Radio, Black - PT888BTWM\", \"asin\": \"B08VRHJV8K\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"AK45 Stereo Audio Amplifier,300W Home 2 Channel Wireless Bluetooth 5.0 Power Amplif...\", \"asin\": \"B0BX8TGZZF\", \"price\": \"$31.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth\", \"asin\": \"B07BNXXJKB\", \"price\": \"$349.95\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"B0B9QF1L4K\", \"price\": \"$399.00\"},\n{\"title\": \"Onkyo TX-NR6100 7.2 Channel 8K Smart AV Receiver - THX Certified, Works with Sonos Certified, and Ultimate 4K Gaming Experience\", \"asin\": \"B09LH9XZJ5\", \"price\": \"$399.00\"},\n{\"title\": \"Yamaha RX-V385 5.1-Channel 4K Ultra HD AV Receiver with Bluetooth (Renewed)\", \"asin\": \"B07HRWJT9F\", \"price\": \"$259.00\"},\n{\"title\": \"Onkyo TX-SR3100 5.2-Channel AV Receiver - Dolby Atmos, Dolby Height Virtualizer, Dolby Vision and More\", \"asin\": \"B0CCYWQ2B7\", \"price\": \"$248.00\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"B078WFDR8D\", \"price\": \"$198.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:45:55.421Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"NBVOICE Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Channel Mixer and 2X Speaker Stands,Bluetooth, Microphone, Remote Control for Performances, Presentations\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board with 3.5mm/XLR Mic Input, 48V Phantom Power, Voice Changer, Live Sound Card with DJ Mixer Effects/Bluetooth/4 Channel\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KUCCU Stand Food Mixer, 6.5 Qt 660W, 6-Speed Tilt-Head , Kitchen Electric Mixer with Stainless Steel Bowl,Dough Hook,Whisk, Beater, Egg white separator (6.5-QT, Red)\", \"asin\": \"B08NJQKT6T\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel Accessories, Storage Box, Kitchen Blender with Cord for Cream, Cookies, Dishwasher Safe, White\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Z-DESDEMONA Electric Hand Mixer, Powerful 300W Hand Mixer Electric Handheld with 304 Beaters, Dough Hook,Hand Held Mixer with Turbo for Baking Cakes, Eggs, Cream Food(Pink)\", \"asin\": \"B0DB7WN1RG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Yomelo 9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld with Snap-On Storage Case, Touch Button, Turbo Boost, Dough Hooks, Whisk (Ice Blue)\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T18:59:35.391Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T18:59:35.391Z
|
click
|
product_option
|
rule
|
train
| 1,121 |
2025-04-12T18:59:35.391Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00IBIVL42"},
{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects"},
{"price": "$267.99"},
{"bullet_list": "10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\u00d7H\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "6-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "NBVOICE Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Channel Mixer and 2X Speaker Stands,Bluetooth, Microphone, Remote Control for Performances, Presentations", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95", "quantity": ""},
{"title": "Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8LNCH5", "price": "$294.99", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board with 3.5mm/XLR Mic Input, 48V Phantom Power, Voice Changer, Live Sound Card with DJ Mixer Effects/Bluetooth/4 Channel", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)", "asin": "B0B1DJP9KW", "price": "$95.97", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "KUCCU Stand Food Mixer, 6.5 Qt 660W, 6-Speed Tilt-Head , Kitchen Electric Mixer with Stainless Steel Bowl,Dough Hook,Whisk, Beater, Egg white separator (6.5-QT, Red)", "asin": "B08NJQKT6T", "price": "$109.99", "quantity": ""},
{"title": "Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel Accessories, Storage Box, Kitchen Blender with Cord for Cream, Cookies, Dishwasher Safe, White", "asin": "B08LKR2TM8", "price": "$26.99", "quantity": ""},
{"title": "Z-DESDEMONA Electric Hand Mixer, Powerful 300W Hand Mixer Electric Handheld with 304 Beaters, Dough Hook,Hand Held Mixer with Turbo for Baking Cakes, Eggs, Cream Food(Pink)", "asin": "B0DB7WN1RG", "price": "$18.99", "quantity": ""},
{"title": "Yomelo 9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld with Snap-On Storage Case, Touch Button, Turbo Boost, Dough Hooks, Whisk (Ice Blue)", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)", "asin": "B08F27HQ7J", "price": "$115.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95"},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T18:59:35.391Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T18:59:35.391Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T18:59:35.391Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1121,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"NBVOICE Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Channel Mixer and 2X Speaker Stands,Bluetooth, Microphone, Remote Control for Performances, Presentations\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board with 3.5mm/XLR Mic Input, 48V Phantom Power, Voice Changer, Live Sound Card with DJ Mixer Effects/Bluetooth/4 Channel\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KUCCU Stand Food Mixer, 6.5 Qt 660W, 6-Speed Tilt-Head , Kitchen Electric Mixer with Stainless Steel Bowl,Dough Hook,Whisk, Beater, Egg white separator (6.5-QT, Red)\", \"asin\": \"B08NJQKT6T\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel Accessories, Storage Box, Kitchen Blender with Cord for Cream, Cookies, Dishwasher Safe, White\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Z-DESDEMONA Electric Hand Mixer, Powerful 300W Hand Mixer Electric Handheld with 304 Beaters, Dough Hook,Hand Held Mixer with Turbo for Baking Cakes, Eggs, Cream Food(Pink)\", \"asin\": \"B0DB7WN1RG\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Yomelo 9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld with Snap-On Storage Case, Touch Button, Turbo Boost, Dough Hooks, Whisk (Ice Blue)\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T18:59:35.391Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:02:57.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:02:57.619Z
|
click
|
product_option
|
rule
|
train
| 1,122 |
2025-04-12T20:02:57.619Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...", "asin": "B0DQ7C15FC", "price": "$49.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...", "asin": "B09HBW2M48", "price": "$54.00", "quantity": ""},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...", "asin": "B0B3TFQ1RQ", "price": "$103.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:02:57.619Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:02:57.619Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:02:57.619Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1122,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:02:57.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:03:33.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:03:33.508Z
|
click
|
review
|
rule
|
train
| 1,123 |
2025-04-12T20:03:33.508Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:03:33.508Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:03:33.508Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:03:33.508Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1123,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:03:33.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:53:10.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:53:10.014Z
|
click
|
product_option
|
rule
|
train
| 1,124 |
2025-04-12T20:53:10.014Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:53:10.014Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:53:10.014Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:53:10.014Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1124,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:53:10.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:58:40.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:58:40.171Z
|
click
|
product_option
|
rule
|
train
| 1,125 |
2025-04-12T20:58:40.171Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...", "asin": "B0DQ7C15FC", "price": "$49.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage", "asin": "B09HBW2M48", "price": "$54.00", "quantity": ""},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:58:40.171Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:58:40.171Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:58:40.171Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1125,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:58:40.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:58:51.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:58:51.040Z
|
click
|
product_option
|
rule
|
train
| 1,126 |
2025-04-12T20:58:51.040Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00IBIVL42"},
{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects"},
{"price": "$267.99"},
{"bullet_list": "10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\u00d7H\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8LNCH5", "price": "$294.99", "quantity": ""},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)", "asin": "B0B1DJP9KW", "price": "$95.97", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...", "asin": "B08LKR2TM8", "price": "$26.99", "quantity": ""},
{"title": "9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...", "asin": "B08FB31NH5", "price": "$35.69", "quantity": ""},
{"title": "Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...", "asin": "B0CP6VMNDY", "price": "$89.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)", "asin": "B08F27HQ7J", "price": "$115.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95"},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:58:51.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:58:51.040Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:58:51.040Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1126,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:58:51.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:59:41.893Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T20:59:41.893Z
|
click
|
product_option
|
rule
|
train
| 1,127 |
2025-04-12T20:59:41.893Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...", "asin": "B0DQ7C15FC", "price": "$49.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...", "asin": "B09HBW2M48", "price": "$54.00", "quantity": ""},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...", "asin": "B0B3TFQ1RQ", "price": "$103.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T20:59:41.893Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T20:59:41.893Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T20:59:41.893Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1127,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Blu...\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board...\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T20:59:41.893Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:05:45.951Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:05:45.951Z
|
click
|
product_option
|
rule
|
train
| 1,128 |
2025-04-12T21:05:45.951Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00IBIVL42"},
{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects"},
{"price": "$267.99"},
{"bullet_list": "10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\u00d7H\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8LNCH5", "price": "$294.99", "quantity": ""},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)", "asin": "B0B1DJP9KW", "price": "$95.97", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...", "asin": "B08LKR2TM8", "price": "$26.99", "quantity": ""},
{"title": "9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...", "asin": "B08FB31NH5", "price": "$35.69", "quantity": ""},
{"title": "Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...", "asin": "B0CP6VMNDY", "price": "$89.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)", "asin": "B08F27HQ7J", "price": "$115.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95"},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:05:45.951Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:05:45.951Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:05:45.951Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1128,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:05:45.951Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:06:03.839Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:06:03.839Z
|
click
|
product_option
|
rule
|
train
| 1,129 |
2025-04-12T21:06:03.839Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:06:03.839Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:06:03.839Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:06:03.839Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1129,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:06:03.839Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:10:25.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:10:25.789Z
|
click
|
product_option
|
rule
|
train
| 1,130 |
2025-04-12T21:10:25.789Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...", "asin": "B0DQ7C15FC", "price": "$49.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage", "asin": "B09HBW2M48", "price": "$54.00", "quantity": ""},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:10:25.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:10:25.789Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:10:25.789Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1130,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"Professional DJ audio mixer, 4-channel DJ mixer, Bluetooth sound mixer, supports US...\", \"asin\": \"B0DQ7C15FC\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:10:25.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Standard Mixer\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only\", \"asin\": \"B06XXRRGTY\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag\", \"asin\": \"B0BPM1DCML\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"B0B5WJXNZG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/4\\\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft\", \"asin\": \"B083R4CDT2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"B0D3DXTNBW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:11:00.316Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:11:00.316Z
|
click
|
product_option
|
rule
|
train
| 1,131 |
2025-04-12T21:11:00.316Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Standard Mixer"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only", "asin": "B06XXRRGTY", "price": "$58.99", "quantity": ""},
{"title": "Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag", "asin": "B0BPM1DCML", "price": "$20.49", "quantity": ""},
{"title": "XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag", "asin": "B0B5WJXNZG", "price": "$39.99", "quantity": ""},
{"title": "Tisino 1/4\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft", "asin": "B083R4CDT2", "price": "$11.99", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "quantity": ""},
{"title": "DR\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black", "asin": "B0D3DXTNBW", "price": "$39.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:11:00.316Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:11:00.316Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:11:00.316Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1131,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Standard Mixer\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only\", \"asin\": \"B06XXRRGTY\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag\", \"asin\": \"B0BPM1DCML\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"B0B5WJXNZG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/4\\\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft\", \"asin\": \"B083R4CDT2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"B0D3DXTNBW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:11:00.316Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4TWG\"},\n{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\"},\n{\"price\": \"$204.99\"},\n{\"bullet_list\": \"10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only\", \"asin\": \"B06XXRRGTY\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag\", \"asin\": \"B0BPM1DCML\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"B0B5WJXNZG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/4\\\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft\", \"asin\": \"B083R4CDT2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"B0D3DXTNBW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:11:03.487Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:11:03.487Z
|
click
|
product_option
|
rule
|
train
| 1,132 |
2025-04-12T21:11:03.487Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4TWG"},
{"title": "Yamaha MG10 10-Input Stereo Mixer , Black"},
{"price": "$204.99"},
{"bullet_list": "10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only", "asin": "B06XXRRGTY", "price": "$58.99", "quantity": ""},
{"title": "Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag", "asin": "B0BPM1DCML", "price": "$20.49", "quantity": ""},
{"title": "XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag", "asin": "B0B5WJXNZG", "price": "$39.99", "quantity": ""},
{"title": "Tisino 1/4\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft", "asin": "B083R4CDT2", "price": "$11.99", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "quantity": ""},
{"title": "DR\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black", "asin": "B0D3DXTNBW", "price": "$39.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:11:03.487Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:11:03.487Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:11:03.487Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1132,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4TWG\"},\n{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\"},\n{\"price\": \"$204.99\"},\n{\"bullet_list\": \"10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"MIKIZ XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"CASEMATIX DJ Mixer Case Compatible with Yamaha AG08 Streaming Loopback Mixer, MG10XU, MG10 or MG06 Stereo Interface and Cables - Hard Shell DJ Bag with Pre-Diced Customizable Foam Interior Only\", \"asin\": \"B06XXRRGTY\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"Tourmate Hard Storage Case Compatible for YAMAHA MG06X MG06 6-Input Stereo Mixer, Protective Hard Shell Carrying Bag\", \"asin\": \"B0BPM1DCML\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"B0B5WJXNZG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/4\\\" to XLR Cable, 6.35mm TRS to XLR Male Nylon Braid Quarter inch TRS to XLR Male Balanced Interconnect Microphone Cord Patch Cable - 3.3ft\", \"asin\": \"B083R4CDT2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"B0D3DXTNBW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:11:03.487Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:14:34.232Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:14:34.232Z
|
purchase
|
B09SQB4BVX
|
rule
|
train
| 1,133 |
2025-04-12T21:14:34.232Z
|
purchase
|
B09SQB4BVX
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...", "asin": "B0DG8K5N5N", "price": "$119.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable", "asin": "B0967HMLWT", "price": "$39.98", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...", "asin": "B0CQT9DK1M", "price": "$376.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8MQ1PD", "price": "$569.99", "quantity": ""},
{"title": "Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...", "asin": "B071HN5TQ5", "price": "$15.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:14:34.232Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:14:34.232Z\",\"action\": \"purchase\",\"acion_argument\": \"B09SQB4BVX\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:14:34.232Z\",\"action\": \"purchase\",\"acion_argument\": \"B09SQB4BVX\",}</answer>",
"index": 1133,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, 6 Channel, Input 48V Phantom Power Stereo Digital USB Blu...\", \"asin\": \"B0DG8K5N5N\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables Braided 6ft 6 Packs Premium 3 Pins Balanced XLR Male to Female Audio Cable\", \"asin\": \"B0967HMLWT\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Portable All-in-One 2-Way PA System Suitcase-Style Design with 8-Chann...\", \"asin\": \"B0CQT9DK1M\", \"price\": \"$376.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX16v3 16-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-2118 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8MQ1PD\", \"price\": \"$569.99\", \"quantity\": \"\"},\n{\"title\": \"Sustain Pedal Universal for Yamaha Casio Roland Korg Behringer Moog Piano Midi Elec...\", \"asin\": \"B071HN5TQ5\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:14:34.232Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Standard Mixer\"}],\n\"promotion_items\": [{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:17:47.423Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:17:47.423Z
|
click
|
product_option
|
rule
|
train
| 1,134 |
2025-04-12T21:17:47.423Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Standard Mixer"}],
"promotion_items": [{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack", "asin": "B092VK4KK8", "price": "$41.48", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack", "asin": "B092VK4KK8", "price": "$41.48", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:17:47.423Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:17:47.423Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:17:47.423Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1134,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Standard Mixer\"}],\n\"promotion_items\": [{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:17:47.423Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4TWG\"},\n{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\"},\n{\"price\": \"$204.99\"},\n{\"bullet_list\": \"10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...\", \"asin\": \"B09GVDD73W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...\", \"asin\": \"B0DWSL4K7N\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)\", \"asin\": \"B083QL9CRT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker\", \"asin\": \"B091DSKNCK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 8-Channel 1/4 Inch TRS to TRS Snake Cables 10ft, 6.35mm Male Jack Stereo Audio Balanced Line for Keyboard, Amplifier, Speaker, Mixer, 1 Pack\", \"asin\": \"B0DRJMN7NR\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT\", \"asin\": \"B0719BC5FS\", \"price\": \"$110.72\", \"quantity\": \"\"},\n{\"title\": \"Yamaha EMX5 12-input Stereo Powered Mixer w/ DSP Effects , Black\", \"asin\": \"B01JUDNJTG\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...\", \"asin\": \"B09GVDD73W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker\", \"asin\": \"B091DSKNCK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...\", \"asin\": \"B0DWSL4K7N\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\", \"asin\": \"B00I2J4TWG\", \"price\": \"$204.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"B0C2BTT3DX\", \"price\": \"$89.00\"},\n{\"title\": \"Yamaha MG10XU 10-Channel Analog Mixer, with 4 Microphone Preamps, 3 Dedicated Stereo Line Channels, 1 Aux Send, EQ, 1-knob Compressors, and Digital Effects\", \"asin\": \"B0C1VZR99C\", \"price\": \"$262.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:17:56.160Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:17:56.160Z
|
click
|
product_option
|
rule
|
train
| 1,135 |
2025-04-12T21:17:56.160Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4TWG"},
{"title": "Yamaha MG10 10-Input Stereo Mixer , Black"},
{"price": "$204.99"},
{"bullet_list": "10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...", "asin": "B09GVDD73W", "price": "$9.99", "quantity": ""},
{"title": "USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...", "asin": "B0DWSL4K7N", "price": "$14.98", "quantity": ""},
{"title": "Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)", "asin": "B083QL9CRT", "price": "$12.99", "quantity": ""},
{"title": "Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker", "asin": "B091DSKNCK", "price": "$15.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "EBXYA 8-Channel 1/4 Inch TRS to TRS Snake Cables 10ft, 6.35mm Male Jack Stereo Audio Balanced Line for Keyboard, Amplifier, Speaker, Mixer, 1 Pack", "asin": "B0DRJMN7NR", "price": "$59.49", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8LNCH5", "price": "$294.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT", "asin": "B0719BC5FS", "price": "$110.72", "quantity": ""},
{"title": "Yamaha EMX5 12-input Stereo Powered Mixer w/ DSP Effects , Black", "asin": "B01JUDNJTG", "price": "$699.99", "quantity": ""},
{"title": "1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...", "asin": "B09GVDD73W", "price": "$9.99", "quantity": ""},
{"title": "Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker", "asin": "B091DSKNCK", "price": "$15.99", "quantity": ""},
{"title": "USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...", "asin": "B0DWSL4K7N", "price": "$14.98", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack", "asin": "B092VK4KK8", "price": "$41.48", "quantity": ""}],
"comparison_items": [{"title": "Yamaha MG10 10-Input Stereo Mixer , Black", "asin": "B00I2J4TWG", "price": "$204.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"},
{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99"},
{"title": "Behringer Xenyx 802S 8-channel Analog Streaming Mixer", "asin": "B0C2BTT3DX", "price": "$89.00"},
{"title": "Yamaha MG10XU 10-Channel Analog Mixer, with 4 Microphone Preamps, 3 Dedicated Stereo Line Channels, 1 Aux Send, EQ, 1-knob Compressors, and Digital Effects", "asin": "B0C1VZR99C", "price": "$262.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:17:56.160Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:17:56.160Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:17:56.160Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1135,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4TWG\"},\n{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\"},\n{\"price\": \"$204.99\"},\n{\"bullet_list\": \"10-Channel standalone mixer (no USB or effects) Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3-band EQ and high-pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1-Knob compressors allow easy control - resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound. MG Series mixers feature a rugged, impact-resistant, powder-coated metal chassis. Plus-48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...\", \"asin\": \"B09GVDD73W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...\", \"asin\": \"B0DWSL4K7N\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)\", \"asin\": \"B083QL9CRT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker\", \"asin\": \"B091DSKNCK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 8-Channel 1/4 Inch TRS to TRS Snake Cables 10ft, 6.35mm Male Jack Stereo Audio Balanced Line for Keyboard, Amplifier, Speaker, Mixer, 1 Pack\", \"asin\": \"B0DRJMN7NR\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT\", \"asin\": \"B0719BC5FS\", \"price\": \"$110.72\", \"quantity\": \"\"},\n{\"title\": \"Yamaha EMX5 12-input Stereo Powered Mixer w/ DSP Effects , Black\", \"asin\": \"B01JUDNJTG\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"1/4 to 1/8 Headphone Adapter, 4 Feet 6.35mm Male to 3.5mm Female TRS Stereo Audio J...\", \"asin\": \"B09GVDD73W\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Elebase 1/4 Quarter Inch TRS Instrument Cable 10ft 2-Pack,Right-Angled to Straight 6.35mm Guitar Bass AMP Cord,6.3mm Male Stereo Audio Line for Electric Guitar,Bass,Keyboard,Mixer,Amplifier,Speaker\", \"asin\": \"B091DSKNCK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to XLR Cable,6.6 FT XLR Male to USB C Converter Adapter,USB Type C to XLR Mal...\", \"asin\": \"B0DWSL4K7N\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha MG10 10-Input Stereo Mixer , Black\", \"asin\": \"B00I2J4TWG\", \"price\": \"$204.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"B0C2BTT3DX\", \"price\": \"$89.00\"},\n{\"title\": \"Yamaha MG10XU 10-Channel Analog Mixer, with 4 Microphone Preamps, 3 Dedicated Stereo Line Channels, 1 Aux Send, EQ, 1-knob Compressors, and Digital Effects\", \"asin\": \"B0C1VZR99C\", \"price\": \"$262.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:17:56.160Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)\", \"asin\": \"B083QL9CRT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:18:52.172Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:18:52.172Z
|
purchase
|
B00IBIVL42
|
rule
|
train
| 1,136 |
2025-04-12T21:18:52.172Z
|
purchase
|
B00IBIVL42
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00IBIVL42"},
{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects"},
{"price": "$267.99"},
{"bullet_list": "10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\u00d7H\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "USB Interface with Effects"}],
"promotion_items": [{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y8LNCH5", "price": "$294.99", "quantity": ""},
{"title": "Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)", "asin": "B083QL9CRT", "price": "$12.99", "quantity": ""},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95", "quantity": ""},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...", "asin": "B0D8XXHDCX", "price": "$89.99", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)", "asin": "B0B1DJP9KW", "price": "$95.97", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3", "asin": "B0BZP95YB5", "price": "$39.99", "quantity": ""},
{"title": "Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...", "asin": "B08LKR2TM8", "price": "$26.99", "quantity": ""},
{"title": "9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...", "asin": "B08FB31NH5", "price": "$35.69", "quantity": ""},
{"title": "Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...", "asin": "B0CP6VMNDY", "price": "$89.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack", "asin": "B092VK4KK8", "price": "$41.48", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99"},
{"title": "10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10", "asin": "B0753J3HSS", "price": "$204.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)", "asin": "B08F27HQ7J", "price": "$115.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"},
{"title": "Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95"},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:18:52.172Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:18:52.172Z\",\"action\": \"purchase\",\"acion_argument\": \"B00IBIVL42\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:18:52.172Z\",\"action\": \"purchase\",\"acion_argument\": \"B00IBIVL42\",}</answer>",
"index": 1136,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\"},\n{\"price\": \"$267.99\"},\n{\"bullet_list\": \"10 channel mixer with USB and SPX digital effects Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Note: Please refer to the user manual before use Dimensions(W\\u00d7H\\u00d7D): 244 millimeter x 71 millimeter x 294 millimeter (9.6x2.8x11.6 inches)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"USB Interface with Effects\"}],\n\"promotion_items\": [{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1515 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y8LNCH5\", \"price\": \"$294.99\", \"quantity\": \"\"},\n{\"title\": \"Disino XLR Female to 1/4 Inch 6.35mm TRS Stereo Jack Cable, 3 Pin Female XLR to Quarter inch Balanced Signal Interconnect Patch Cord (6.6 Feet)\", \"asin\": \"B083QL9CRT\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB...\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Audio Interface, MaonoCaster 10-Channel Podcast mixer with Pro-preamp, 48V Phantom Power, Bluetooth, 11 Customize sound pads for Recording, Streaming, Youtube, TikTok, PC, Guitar (AME2)\", \"asin\": \"B0B1DJP9KW\", \"price\": \"$95.97\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE Gaming Audio Mixer, Streaming RGB PC Mixer with XLR Microphone Interface, Individual Control, Volume Fader, Mute Button, 48V Phantom Power, for Podcast/Recording/Vocal/Game Voice-AmpliGame SC3\", \"asin\": \"B0BZP95YB5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hand Mixer Electric, 400W Food Mixer 5 Speeds Handheld Blender, 5 Stainless Steel A...\", \"asin\": \"B08LKR2TM8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Karaoke Machine with Two Wireless Microphones, Powerful Portable Bluetooth Speaker ...\", \"asin\": \"B0CP6VMNDY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\"},\n{\"title\": \"10 Channel Analog Sound Table Mg10 Yamaha, Yamaha, Mg10\", \"asin\": \"B0753J3HSS\", \"price\": \"$204.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-6UX)\", \"asin\": \"B08F27HQ7J\", \"price\": \"$115.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"},\n{\"title\": \"Mackie PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:18:52.172Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:03.946Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:03.946Z
|
input
|
ts7200
|
rule
|
train
| 1,137 |
2025-04-12T21:20:03.946Z
|
input
|
ts7200
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX", "asin": "B0847D6Y5T", "price": "$179.00", "quantity": ""},
{"title": "Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)", "asin": "B0DL8LMGQT", "price": "$89.89", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Yuyaokk 2Pack 25 ft Speakon to 1/4\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.", "asin": "B07QZRC1KW", "price": "$34.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable", "asin": "B07PXMN2VK", "price": "$15.99", "quantity": ""},
{"title": "Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet", "asin": "B0DDPCFHJF", "price": "$14.28", "quantity": ""},
{"title": "10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red", "asin": "B08SC28M9H", "price": "$13.99", "quantity": ""},
{"title": "Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes", "asin": "B0CHVLY5HR", "price": "$8.79", "quantity": ""},
{"title": "HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet", "asin": "B0BDZP25YJ", "price": "$12.99", "quantity": ""},
{"title": "TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters", "asin": "B07HFB1N9Z", "price": "$16.99", "quantity": ""},
{"title": "Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\u201d to 3/8\u201d (Euro) Thread Adapter and Storage Bag", "asin": "", "price": "$169.00", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "", "price": "$109.00", "quantity": ""},
{"title": "GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack", "asin": "", "price": "$62.48", "quantity": ""},
{"title": "AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black", "asin": "", "quantity": ""},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black", "asin": "", "price": "$24.69", "quantity": ""},
{"title": "EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black", "asin": "", "price": "$32.29", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "", "price": "$199.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "Alto Professional TS408 - 2000W 8\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "", "price": "", "quantity": ""},
{"title": "SNIGJAT Audio Mixer Case (Size:15.5\"x 13\" x 6\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "DR\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black", "asin": "", "price": "", "quantity": ""},
{"title": "Smith\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Lawn Mower Blade Sharpener and Balancer, 15\u00b0-45\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades", "asin": "", "price": "$240.98", "quantity": ""},
{"title": "JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)", "asin": "", "price": "$311.89", "quantity": ""},
{"title": "Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble", "asin": "", "price": "$30.59", "quantity": ""},
{"title": "S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "All American Sharpener Model 5005 Gen 2 (15\u00b0-45\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\u2026", "asin": "", "price": "$230.00", "quantity": ""},
{"title": "TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories", "asin": "", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:03.946Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:03.946Z\",\"action\": \"input\",\"acion_argument\": \"ts7200\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:03.946Z\",\"action\": \"input\",\"acion_argument\": \"ts7200\",}</answer>",
"index": 1137,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:03.946Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:04.154Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:04.154Z
|
click
|
search
|
rule
|
train
| 1,138 |
2025-04-12T21:20:04.154Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ts7200"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX", "asin": "B0847D6Y5T", "price": "$179.00", "quantity": ""},
{"title": "Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)", "asin": "B0DL8LMGQT", "price": "$89.89", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Yuyaokk 2Pack 25 ft Speakon to 1/4\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.", "asin": "B07QZRC1KW", "price": "$34.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable", "asin": "B07PXMN2VK", "price": "$15.99", "quantity": ""},
{"title": "Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet", "asin": "B0DDPCFHJF", "price": "$14.28", "quantity": ""},
{"title": "10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red", "asin": "B08SC28M9H", "price": "$13.99", "quantity": ""},
{"title": "Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes", "asin": "B0CHVLY5HR", "price": "$8.79", "quantity": ""},
{"title": "HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet", "asin": "B0BDZP25YJ", "price": "$12.99", "quantity": ""},
{"title": "TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters", "asin": "B07HFB1N9Z", "price": "$16.99", "quantity": ""},
{"title": "Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\u201d to 3/8\u201d (Euro) Thread Adapter and Storage Bag", "asin": "", "price": "$169.00", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "", "price": "$109.00", "quantity": ""},
{"title": "GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack", "asin": "", "price": "$62.48", "quantity": ""},
{"title": "AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black", "asin": "", "quantity": ""},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black", "asin": "", "price": "$24.69", "quantity": ""},
{"title": "EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black", "asin": "", "price": "$32.29", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "", "price": "$199.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "Alto Professional TS408 - 2000W 8\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "", "price": "", "quantity": ""},
{"title": "SNIGJAT Audio Mixer Case (Size:15.5\"x 13\" x 6\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "DR\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black", "asin": "", "price": "", "quantity": ""},
{"title": "Smith\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Lawn Mower Blade Sharpener and Balancer, 15\u00b0-45\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades", "asin": "", "price": "$240.98", "quantity": ""},
{"title": "JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)", "asin": "", "price": "$311.89", "quantity": ""},
{"title": "Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble", "asin": "", "price": "$30.59", "quantity": ""},
{"title": "S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "All American Sharpener Model 5005 Gen 2 (15\u00b0-45\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\u2026", "asin": "", "price": "$230.00", "quantity": ""},
{"title": "TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories", "asin": "", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:04.154Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:04.154Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:04.154Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1138,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:04.154Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:08.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:08.337Z
|
input
|
ts7200 mic
|
rule
|
train
| 1,139 |
2025-04-12T21:20:08.337Z
|
input
|
ts7200 mic
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX", "asin": "B0847D6Y5T", "price": "$179.00", "quantity": ""},
{"title": "Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)", "asin": "B0DL8LMGQT", "price": "$89.89", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Yuyaokk 2Pack 25 ft Speakon to 1/4\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.", "asin": "B07QZRC1KW", "price": "$34.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable", "asin": "B07PXMN2VK", "price": "$15.99", "quantity": ""},
{"title": "Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet", "asin": "B0DDPCFHJF", "price": "$14.28", "quantity": ""},
{"title": "10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red", "asin": "B08SC28M9H", "price": "$13.99", "quantity": ""},
{"title": "Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes", "asin": "B0CHVLY5HR", "price": "$8.79", "quantity": ""},
{"title": "HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet", "asin": "B0BDZP25YJ", "price": "$12.99", "quantity": ""},
{"title": "TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters", "asin": "B07HFB1N9Z", "price": "$16.99", "quantity": ""},
{"title": "Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\u201d to 3/8\u201d (Euro) Thread Adapter and Storage Bag", "asin": "", "price": "$169.00", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "", "price": "$109.00", "quantity": ""},
{"title": "GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack", "asin": "", "price": "$62.48", "quantity": ""},
{"title": "AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black", "asin": "", "quantity": ""},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black", "asin": "", "price": "$24.69", "quantity": ""},
{"title": "EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black", "asin": "", "price": "$32.29", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "", "price": "$199.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "Alto Professional TS408 - 2000W 8\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "", "price": "", "quantity": ""},
{"title": "SNIGJAT Audio Mixer Case (Size:15.5\"x 13\" x 6\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "DR\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black", "asin": "", "price": "", "quantity": ""},
{"title": "Smith\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Lawn Mower Blade Sharpener and Balancer, 15\u00b0-45\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades", "asin": "", "price": "$240.98", "quantity": ""},
{"title": "JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)", "asin": "", "price": "$311.89", "quantity": ""},
{"title": "Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble", "asin": "", "price": "$30.59", "quantity": ""},
{"title": "S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "All American Sharpener Model 5005 Gen 2 (15\u00b0-45\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\u2026", "asin": "", "price": "$230.00", "quantity": ""},
{"title": "TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories", "asin": "", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:08.337Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:08.337Z\",\"action\": \"input\",\"acion_argument\": \"ts7200 mic\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:08.337Z\",\"action\": \"input\",\"acion_argument\": \"ts7200 mic\",}</answer>",
"index": 1139,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System Interface 4 Channel Dj Mixer USB Bluetooth MP3 Computer Input 48V Phantom Power, Suitable for DJ Karaoke PC Guitar\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Boytone Dj Mixers 8 Channel Audio Mixer Sound Board with Bluetooth, USB MP3 Port Player with 48V Phantom Power Sounds Mixer with 16 Bit FX Effect, BT-80MX\", \"asin\": \"B0847D6Y5T\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Audio Mixer D Debra Audio Mini6 Portable 6-Channel DJ Mixer Console, Sound Mixing Board with USB Bluetooth 48V Phantom Power, Audio Console for Live Wedding Party Recording Broadcast (Mini6)\", \"asin\": \"B0DL8LMGQT\", \"price\": \"$89.89\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"B0DDPCFHJF\", \"price\": \"$14.28\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4 Inch TRS Instrument Cable 3.3ft 2-Pack [Nylon Braided Shielded], 1/4 in TRS Male to Male Plug Stereo Audio Cord, Quarter Inch 6.35mm Balanced Interconnect Line - 3.3 feet\", \"asin\": \"B0BDZP25YJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"\", \"price\": \"$169.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Yamaha M770MIXER Mixer Stand to Support STAGEPAS Mixers,Black\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 15 Foot, Black\", \"asin\": \"\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cable 50ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Mic Speaker Cable, Black\", \"asin\": \"\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Rockville Pair RVES1 Adjustable Tripod DJ PA Speaker Stands +Carry Bag/Universal\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Alto Professional TS408 - 2000W 8\\\" Powered PA Speaker with 3 Channel Mixer, Bluetooth Streaming, Wireless Loudspeaker linking, DSP and Alto App\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SNIGJAT Audio Mixer Case (Size:15.5\\\"x 13\\\" x 6\\\"), Protective DJ Mixer Bag with 10mm Padding, Large-Capacity Recording Equipment Bag Soft with Adjustable Storage for Cables, Podcast Gear and Mics, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DR\\u00b7AMIU Hard Case Compatible with YAMAHA MG10XU or MG10 or MG06 10-Input Stereo Mixer with Small Storage Bag Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:08.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200 mic\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"BoxWave Stylus Pen Compatible with Touchstar TS7200 - DualTip Capacitive Stylus, Fiber Tip Disc Tip Capacitive Stylus Pen for Touchstar TS7200 - Metallic Silver\", \"asin\": \"B09W7MG4DD\", \"price\": \"$16.95\", \"delivery\": \"$5.05 delivery Apr 25 - 28\"},\n{\"title\": \"BoxWave Stylus Pen Compatible with Touchstar TS7200 - EverTouch Capacitive Stylus, Fiber Tip Capacitive Stylus Pen for Touchstar TS7200 - Jet Black\", \"asin\": \"B09W7Y5YRF\", \"price\": \"$14.95\", \"delivery\": \"$4.78 delivery Apr 25 - 28\"},\n{\"title\": \"288-5BA01-0AA0 1Pcs Brand New Smar Ts7-200 6Es7 288-5BA01-0AA0 288-5BA01-0AA0\", \"asin\": \"B0D9NLW3HJ\", \"price\": \"$35.00\", \"delivery\": \"$5.98 delivery Apr 28 - May 8 Or fastest delivery Apr 22 - 25\"},\n{\"title\": \"Systems TS-7200 Compact Single Board Computer 200MHz ARM9 CPU\", \"asin\": \"B00RW79ZLO\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Roland V-02HD MK II \\u2013 Streaming Video Mixer \\u2013 The World\\u2019s Easiest Two-Camera Livestreaming Solution. Ideal for Online Teachers, Gamers, Worship and All Other Content Makers\", \"asin\": \"B09G4QJHCZ\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"RAVS Butane Torch Lighter, DUAL Flame Mode Kitchen Torch, Refillable Cooking Torch Gun, Creme Brulee Torch Lighter, Blow Torch for Cooking, Welding, Mini Torch Soldering Torch, Butane is Not Included\", \"asin\": \"B0B5RKWNMS\", \"price\": \"$29.75\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Pro Grade - Acid Brushes - 36 Count 3/8 Inch Boar Hair Acid Flux Brushes\", \"asin\": \"B07PHG2DQY\", \"price\": \"$5.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pyle 5 Channel Audio Mixer - DJ Sound Controller Interface with USB Soundcard for PC Recording, XLR 3.5mm Microphone Jack, 18V Power, RCA Input and Output for Professional and Beginners -PAD20MXU\", \"asin\": \"B009GU4UHY\", \"price\": \"$75.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pyle, 3 Wireless Audio Machine-3 Channel Bluetooth Compatible DJ Controller Sound Mixer System with Mic-Talkover, USB Reader, Dual RCA Phono/Line in, Microphone Input, Headphone Jack PMX7BU\", \"asin\": \"B00P6UDWXG\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Self-Ignition Stainless Steel Head MAPP Gas Torch 360\\u00b0 Swivel For Soldering, brazing\", \"asin\": \"B0871JSVRN\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Elecan Dual 6.35mm 1/4 TS to Dual 1/4 TS Stereo Audio Cable 10 Ft, Interconnect Insert Cable, Firm Connection,Flexible Durable Tearable Color-Coded Mono Breakout Cable for Speaker Amplifier Mixer+Ties\", \"asin\": \"B0D8SNDBL3\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 19 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:08.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:08.570Z
|
click
|
search
|
rule
|
train
| 1,140 |
2025-04-12T21:20:08.570Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ts7200 mic"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"search_results": [{"title": "BoxWave Stylus Pen Compatible with Touchstar TS7200 - DualTip Capacitive Stylus, Fiber Tip Disc Tip Capacitive Stylus Pen for Touchstar TS7200 - Metallic Silver", "asin": "B09W7MG4DD", "price": "$16.95", "delivery": "$5.05 delivery Apr 25 - 28"},
{"title": "BoxWave Stylus Pen Compatible with Touchstar TS7200 - EverTouch Capacitive Stylus, Fiber Tip Capacitive Stylus Pen for Touchstar TS7200 - Jet Black", "asin": "B09W7Y5YRF", "price": "$14.95", "delivery": "$4.78 delivery Apr 25 - 28"},
{"title": "288-5BA01-0AA0 1Pcs Brand New Smar Ts7-200 6Es7 288-5BA01-0AA0 288-5BA01-0AA0", "asin": "B0D9NLW3HJ", "price": "$35.00", "delivery": "$5.98 delivery Apr 28 - May 8 Or fastest delivery Apr 22 - 25"},
{"title": "Systems TS-7200 Compact Single Board Computer 200MHz ARM9 CPU", "asin": "B00RW79ZLO"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Roland V-02HD MK II \u2013 Streaming Video Mixer \u2013 The World\u2019s Easiest Two-Camera Livestreaming Solution. Ideal for Online Teachers, Gamers, Worship and All Other Content Makers", "asin": "B09G4QJHCZ", "price": "$279.00", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "RAVS Butane Torch Lighter, DUAL Flame Mode Kitchen Torch, Refillable Cooking Torch Gun, Creme Brulee Torch Lighter, Blow Torch for Cooking, Welding, Mini Torch Soldering Torch, Butane is Not Included", "asin": "B0B5RKWNMS", "price": "$29.75", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Pro Grade - Acid Brushes - 36 Count 3/8 Inch Boar Hair Acid Flux Brushes", "asin": "B07PHG2DQY", "price": "$5.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pyle 5 Channel Audio Mixer - DJ Sound Controller Interface with USB Soundcard for PC Recording, XLR 3.5mm Microphone Jack, 18V Power, RCA Input and Output for Professional and Beginners -PAD20MXU", "asin": "B009GU4UHY", "price": "$75.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Pyle, 3 Wireless Audio Machine-3 Channel Bluetooth Compatible DJ Controller Sound Mixer System with Mic-Talkover, USB Reader, Dual RCA Phono/Line in, Microphone Input, Headphone Jack PMX7BU", "asin": "B00P6UDWXG", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Self-Ignition Stainless Steel Head MAPP Gas Torch 360\u00b0 Swivel For Soldering, brazing", "asin": "B0871JSVRN", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Elecan Dual 6.35mm 1/4 TS to Dual 1/4 TS Stereo Audio Cable 10 Ft, Interconnect Insert Cable, Firm Connection,Flexible Durable Tearable Color-Coded Mono Breakout Cable for Speaker Amplifier Mixer+Ties", "asin": "B0D8SNDBL3", "price": "$12.99", "delivery": "FREE delivery Tue, Apr 15 Only 19 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:08.570Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:08.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:08.570Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1140,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200 mic\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"BoxWave Stylus Pen Compatible with Touchstar TS7200 - DualTip Capacitive Stylus, Fiber Tip Disc Tip Capacitive Stylus Pen for Touchstar TS7200 - Metallic Silver\", \"asin\": \"B09W7MG4DD\", \"price\": \"$16.95\", \"delivery\": \"$5.05 delivery Apr 25 - 28\"},\n{\"title\": \"BoxWave Stylus Pen Compatible with Touchstar TS7200 - EverTouch Capacitive Stylus, Fiber Tip Capacitive Stylus Pen for Touchstar TS7200 - Jet Black\", \"asin\": \"B09W7Y5YRF\", \"price\": \"$14.95\", \"delivery\": \"$4.78 delivery Apr 25 - 28\"},\n{\"title\": \"288-5BA01-0AA0 1Pcs Brand New Smar Ts7-200 6Es7 288-5BA01-0AA0 288-5BA01-0AA0\", \"asin\": \"B0D9NLW3HJ\", \"price\": \"$35.00\", \"delivery\": \"$5.98 delivery Apr 28 - May 8 Or fastest delivery Apr 22 - 25\"},\n{\"title\": \"Systems TS-7200 Compact Single Board Computer 200MHz ARM9 CPU\", \"asin\": \"B00RW79ZLO\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Roland V-02HD MK II \\u2013 Streaming Video Mixer \\u2013 The World\\u2019s Easiest Two-Camera Livestreaming Solution. Ideal for Online Teachers, Gamers, Worship and All Other Content Makers\", \"asin\": \"B09G4QJHCZ\", \"price\": \"$279.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"RAVS Butane Torch Lighter, DUAL Flame Mode Kitchen Torch, Refillable Cooking Torch Gun, Creme Brulee Torch Lighter, Blow Torch for Cooking, Welding, Mini Torch Soldering Torch, Butane is Not Included\", \"asin\": \"B0B5RKWNMS\", \"price\": \"$29.75\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Pro Grade - Acid Brushes - 36 Count 3/8 Inch Boar Hair Acid Flux Brushes\", \"asin\": \"B07PHG2DQY\", \"price\": \"$5.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pyle 5 Channel Audio Mixer - DJ Sound Controller Interface with USB Soundcard for PC Recording, XLR 3.5mm Microphone Jack, 18V Power, RCA Input and Output for Professional and Beginners -PAD20MXU\", \"asin\": \"B009GU4UHY\", \"price\": \"$75.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pyle, 3 Wireless Audio Machine-3 Channel Bluetooth Compatible DJ Controller Sound Mixer System with Mic-Talkover, USB Reader, Dual RCA Phono/Line in, Microphone Input, Headphone Jack PMX7BU\", \"asin\": \"B00P6UDWXG\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Self-Ignition Stainless Steel Head MAPP Gas Torch 360\\u00b0 Swivel For Soldering, brazing\", \"asin\": \"B0871JSVRN\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Elecan Dual 6.35mm 1/4 TS to Dual 1/4 TS Stereo Audio Cable 10 Ft, Interconnect Insert Cable, Firm Connection,Flexible Durable Tearable Color-Coded Mono Breakout Cable for Speaker Amplifier Mixer+Ties\", \"asin\": \"B0D8SNDBL3\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 19 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:08.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200 mic\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\\nXLR\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\\\" Studio Condenser Capsule\\nXLR\", \"asin\": \"B0D1GWSKJX\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT\", \"asin\": \"B0D458QDVN\"},\n{\"title\": \"FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669\", \"asin\": \"B07Y1C6GDS\"},\n{\"title\": \"FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8\", \"asin\": \"B0BMFQP2ZZ\"}],\n\"search_results\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen\", \"asin\": \"B0723D3FVL\", \"price\": \"$39.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)\", \"asin\": \"B08C8Y5XDC\", \"price\": \"$60.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio\", \"asin\": \"B075CXNGYK\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone\", \"asin\": \"B08DDLMRBP\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable\", \"asin\": \"B076J4TTQP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black\", \"asin\": \"B00GBATPFO\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack\", \"asin\": \"B08CB7J24N\", \"price\": \"$31.95\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone\", \"asin\": \"B07ZPYMZCC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black\", \"asin\": \"B0DGGJPNX5\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder\", \"asin\": \"B083CX1GH5\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon.\"},\n{\"title\": \"Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)\", \"asin\": \"B07DWRGWRF\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 29 for Prime members\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:56.477Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:56.477Z
|
input
|
shure sm
|
rule
|
train
| 1,141 |
2025-04-12T21:20:56.477Z
|
input
|
shure sm
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ts7200 mic"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\nXLR", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\nXLR", "asin": "B07CTQL5TC", "price": "$449.99", "quantity": ""},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\nXLR", "asin": "B089SJGQBH", "price": "$59.99", "quantity": ""},
{"title": "Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\nXLR", "asin": "B0001DBZNM", "price": "$80.00", "quantity": ""},
{"title": "Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\nXLR", "asin": "B071LHC1XG", "price": "$54.20", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\nXLR", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\nXLR", "asin": "B07CTQL5TC", "price": "$449.99", "quantity": ""},
{"title": "Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\" Studio Condenser Capsule\nXLR", "asin": "B0D1GWSKJX", "price": "$349.00", "quantity": ""},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\nXLR", "asin": "B089SJGQBH", "price": "$59.99", "quantity": ""},
{"title": "Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\nXLR", "asin": "B0001DBZNM", "price": "$80.00", "quantity": ""}],
"ads": [{"title": "FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT", "asin": "B0D458QDVN"},
{"title": "FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669", "asin": "B07Y1C6GDS"},
{"title": "FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8", "asin": "B0BMFQP2ZZ"}],
"search_results": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable", "asin": "B07CTQL5TC", "price": "$449.99", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock - order soon."},
{"title": "Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen", "asin": "B0723D3FVL", "price": "$39.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)", "asin": "B08C8Y5XDC", "price": "$60.17", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio", "asin": "B075CXNGYK", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone", "asin": "B08DDLMRBP", "price": "$49.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)", "asin": "B089SJGQBH", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable", "asin": "B076J4TTQP", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black", "asin": "B00GBATPFO", "price": "$84.99", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack", "asin": "B08CB7J24N", "price": "$31.95", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone", "asin": "B07ZPYMZCC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black", "asin": "B0DGGJPNX5", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder", "asin": "B083CX1GH5", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon."},
{"title": "Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)", "asin": "B07DWRGWRF", "price": "$29.99", "delivery": "FREE delivery Apr 21 - 29 for Prime members"},
{"title": "Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord", "asin": "B071LHC1XG", "price": "$54.20", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Behringer X32 Digital Mixer", "asin": "B008R7F382", "price": "$2,249.00", "delivery": "FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:56.477Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:56.477Z\",\"action\": \"input\",\"acion_argument\": \"shure sm\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:56.477Z\",\"action\": \"input\",\"acion_argument\": \"shure sm\",}</answer>",
"index": 1141,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ts7200 mic\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\\nXLR\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\\\" Studio Condenser Capsule\\nXLR\", \"asin\": \"B0D1GWSKJX\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT\", \"asin\": \"B0D458QDVN\"},\n{\"title\": \"FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669\", \"asin\": \"B07Y1C6GDS\"},\n{\"title\": \"FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8\", \"asin\": \"B0BMFQP2ZZ\"}],\n\"search_results\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen\", \"asin\": \"B0723D3FVL\", \"price\": \"$39.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)\", \"asin\": \"B08C8Y5XDC\", \"price\": \"$60.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio\", \"asin\": \"B075CXNGYK\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone\", \"asin\": \"B08DDLMRBP\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable\", \"asin\": \"B076J4TTQP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black\", \"asin\": \"B00GBATPFO\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack\", \"asin\": \"B08CB7J24N\", \"price\": \"$31.95\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone\", \"asin\": \"B07ZPYMZCC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black\", \"asin\": \"B0DGGJPNX5\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder\", \"asin\": \"B083CX1GH5\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon.\"},\n{\"title\": \"Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)\", \"asin\": \"B07DWRGWRF\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 29 for Prime members\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:56.477Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\\nXLR\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\\\" Studio Condenser Capsule\\nXLR\", \"asin\": \"B0D1GWSKJX\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT\", \"asin\": \"B0D458QDVN\"},\n{\"title\": \"FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669\", \"asin\": \"B07Y1C6GDS\"},\n{\"title\": \"FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8\", \"asin\": \"B0BMFQP2ZZ\"}],\n\"search_results\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen\", \"asin\": \"B0723D3FVL\", \"price\": \"$39.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)\", \"asin\": \"B08C8Y5XDC\", \"price\": \"$60.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio\", \"asin\": \"B075CXNGYK\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone\", \"asin\": \"B08DDLMRBP\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable\", \"asin\": \"B076J4TTQP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black\", \"asin\": \"B00GBATPFO\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack\", \"asin\": \"B08CB7J24N\", \"price\": \"$31.95\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone\", \"asin\": \"B07ZPYMZCC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black\", \"asin\": \"B0DGGJPNX5\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder\", \"asin\": \"B083CX1GH5\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon.\"},\n{\"title\": \"Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)\", \"asin\": \"B07DWRGWRF\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 29 for Prime members\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:56.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:20:56.564Z
|
click
|
suggested_term
|
rule
|
train
| 1,142 |
2025-04-12T21:20:56.564Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shure sm"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\nXLR", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\nXLR", "asin": "B07CTQL5TC", "price": "$449.99", "quantity": ""},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\nXLR", "asin": "B089SJGQBH", "price": "$59.99", "quantity": ""},
{"title": "Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\nXLR", "asin": "B0001DBZNM", "price": "$80.00", "quantity": ""},
{"title": "Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\nXLR", "asin": "B071LHC1XG", "price": "$54.20", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\nXLR", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\nXLR", "asin": "B07CTQL5TC", "price": "$449.99", "quantity": ""},
{"title": "Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\" Studio Condenser Capsule\nXLR", "asin": "B0D1GWSKJX", "price": "$349.00", "quantity": ""},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\nXLR", "asin": "B089SJGQBH", "price": "$59.99", "quantity": ""},
{"title": "Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\nXLR", "asin": "B0001DBZNM", "price": "$80.00", "quantity": ""}],
"ads": [{"title": "FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT", "asin": "B0D458QDVN"},
{"title": "FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669", "asin": "B07Y1C6GDS"},
{"title": "FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8", "asin": "B0BMFQP2ZZ"}],
"search_results": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable", "asin": "B07CTQL5TC", "price": "$449.99", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock - order soon."},
{"title": "Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen", "asin": "B0723D3FVL", "price": "$39.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)", "asin": "B08C8Y5XDC", "price": "$60.17", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio", "asin": "B075CXNGYK", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone", "asin": "B08DDLMRBP", "price": "$49.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)", "asin": "B089SJGQBH", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable", "asin": "B076J4TTQP", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black", "asin": "B00GBATPFO", "price": "$84.99", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack", "asin": "B08CB7J24N", "price": "$31.95", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon."},
{"title": "SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone", "asin": "B07ZPYMZCC", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black", "asin": "B0DGGJPNX5", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder", "asin": "B083CX1GH5", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon."},
{"title": "Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)", "asin": "B07DWRGWRF", "price": "$29.99", "delivery": "FREE delivery Apr 21 - 29 for Prime members"},
{"title": "Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord", "asin": "B071LHC1XG", "price": "$54.20", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Behringer X32 Digital Mixer", "asin": "B008R7F382", "price": "$2,249.00", "delivery": "FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:20:56.564Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:20:56.564Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:20:56.564Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1142,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\\nXLR\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\\nXLR\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"quantity\": \"\"},\n{\"title\": \"Lewitt RAY Microphone with Autofocus for Your Voice - Mute by Distance and Mute Button - for Podcasts, Streaming, Content and Music in Studio Quality - 1\\\" Studio Condenser Capsule\\nXLR\", \"asin\": \"B0D1GWSKJX\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\\nXLR\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure WH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"FIFINE K688 Podcast Microphone Kit, USB/XLR Dynamic Microphone with Boom Arm for PC/XLR Mixer, Gaming Mic with Mute Button, Headphone Jack for Vocal, Voice-Over, Streaming, Music Recording -K688CT\", \"asin\": \"B0D458QDVN\"},\n{\"title\": \"FIFINE Studio Condenser USB Microphone Computer PC Microphone Kit with Adjustable Boom Arm Stand Shock Mount for Instruments Voice Overs Recording Podcasting YouTube Vocal Gaming Streaming-T669\", \"asin\": \"B07Y1C6GDS\"},\n{\"title\": \"FIFINE USB/XLR Dynamic Microphone for Podcast Recording, PC Computer Gaming Streaming Mic with RGB Light, Mute Button, Headphones Jack, Desktop Stand, Vocal Mic for Singing YouTube-AmpliGame AM8\", \"asin\": \"B0BMFQP2ZZ\"}],\n\"search_results\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Heil Sound PR 40 Dynamic Cardioid Studio Microphone Bundle with PRSM Shock Mount (Black), Two-Section Broadcast Arm and Microphone Cable\", \"asin\": \"B07CTQL5TC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"Movo VXR10 Universal Shotgun Mic for Camera - Camera Microphone for DSLR, iPhone and Android Smartphones - Compatible with Canon EOS, Nikon, and Sony Cameras - with Shock Mount, Deadcat Windscreen\", \"asin\": \"B0723D3FVL\", \"price\": \"$39.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SENNHEISER MKE 200 Condenser Microphone for Cameras and Mobile Devices, Black (508897)\", \"asin\": \"B08C8Y5XDC\", \"price\": \"$60.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TYT Authentic Genuine Speaker Mic Microphone for TYT TH-9800 TH-9800Plus TH-7800 Mobile car Radio Two Way Radio\", \"asin\": \"B075CXNGYK\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Movo VXR10-PRO External Video Microphone for Camera with Rycote Lyre Shock Mount - Compact Shotgun Mic and Accessories Compatible with Smartphones and DSLR Cameras - Battery-Free DSLR Microphone\", \"asin\": \"B08DDLMRBP\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Condenser Microphone, TONOR Professional Cardioid Studio Mic Kit with T20 Boom Arm, Shock Mount, Pop Filter for Recording, Podcasting, Voice Over, Streaming, Home Studio, YouTube (TC20)\", \"asin\": \"B089SJGQBH\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Bestshoot Condenser Interview Microphone Photography Shotgun Mic for Video Camcorders DSLR DV Camcorder 11 inches/27cm Camera Microphone with Metal Holder, Anti-Wind Foam Cap XLR Cable\", \"asin\": \"B076J4TTQP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tascam TM-2X Stereo X-Y Microphone for DSLR Cameras ,Black\", \"asin\": \"B00GBATPFO\", \"price\": \"$84.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"TAKSTAR SGC-600 Video Microphone, Mini Shotgun Mic, Professional Camera Microphone for iPhone, Android Phone, Canon/Nikon/Sony Camera&Camcorder, Video Mic with Shock Mount, Windscreen, and 3.5mm Jack\", \"asin\": \"B08CB7J24N\", \"price\": \"$31.95\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"SYNCO External Video Microphone, Mic-M1S Camera Shotgun Microphone with Shock Mount Windshield for DSLR Camera Smartphone, Cardioid Directional Microphone\", \"asin\": \"B07ZPYMZCC\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Lavalier Microphone for Sennheiser Wireless Transmitter Omnidirectional Condenser Wired Mic 3.5mm TRS Lapel for Lectures Live Streaming YouTube,5ft Black\", \"asin\": \"B0DGGJPNX5\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"JJC SGM-V1 Shotgun Video Microphone, Cardioid Microphone Condenser Mic Vdeomicro w/Shock Mount, Furry Foam Windscreen, Electret Condenser, 3.5mm TRS TRRS Cable, for Andoid Phone DSLR Camcorder\", \"asin\": \"B083CX1GH5\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 14 left in stock - order soon.\"},\n{\"title\": \"Comica CVM-V30 LITE Video Microphone,Super-Cardioid Condenser On-Camera Shotgun Microphone for Canon Nikon Sony Panasonic DSLR Cameras,Mic for iPhone Android Smartphone with 3.5mm Jack(Red)\", \"asin\": \"B07DWRGWRF\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 29 for Prime members\"},\n{\"title\": \"Fat Toad Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:20:56.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\\nXLR\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nWH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"LEFXMOPHY\\nSM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\\nUSB\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones\\nCloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"JBL\\nProfessional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)\", \"asin\": \"B07Y2LYV34\", \"price\": \"$549.00\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, 4 Polar Patterns, Studio Quality Sound, Plug & Play-Blackout\\nUSB\", \"asin\": \"B00N1YPXW2\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG V70 Professional Dynamic Hypercardioid Microphone for Vocals\\nWired, Wireless\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nXS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\\nXLR\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"B0002BACB4\", \"price\": \"$169.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/SM58-J11)\", \"asin\": \"B085WGYP3L\", \"price\": \"$697.96\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 15 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58S Professional Vocal Microphone w/On/Off Switch (2 Pack), XLR\", \"asin\": \"B07DLBC99X\", \"price\": \"$218.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 13 left in stock - order soon.\"},\n{\"title\": \"SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Vocal Microphone & Pig Hog Mic Cable, 20ft XLR - Bundle (Black)\", \"asin\": \"B00S7RVOEY\", \"price\": \"$129.00\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | H55 Band (SLXD25/SM58-H55)\", \"asin\": \"B0CPTCTTKB\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)\", \"asin\": \"B075JQBM6D\", \"price\": \"$990.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)\", \"asin\": \"B0002D0HY4\", \"price\": \"$69.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)\", \"asin\": \"B00PL09UKK\", \"price\": \"$16.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring\", \"asin\": \"B0DBJ5DBL8\", \"price\": \"$149.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone with 10\\\" Round Base Stand\", \"asin\": \"B0DP5KCQ7F\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM7dB Dynamic Vocal Microphone w/Built-in Preamp for Streaming, Podcast, & Recording, Wide-Range Frequency, Warm & Smooth Sound, Rugged Construction, Detachable Windscreen - Black\", \"asin\": \"B0CCSVYWMH\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Cardioid Dynamic Vocal Microphone Bundle with Stand Adapter and Zippered Pouch, XLR\", \"asin\": \"B00GI2L9KO\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BETA 57A Instrument Microphone - Supercardioid Dynamic Mic for Vocal and Instrumental Applications with High Output Neodymium Element, Durable Steel Mesh Grille and Shock Mount\", \"asin\": \"B0002BACAK\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV7+ Podcast Dynamic Microphone. OBS Certified, Enhanced Audio, LED Touch Panel, USB-C & XLR Outputs, Auto Level Mode, Digital Pop Filter, Reverb Effects, Podcasting, Streaming, Recording -Black\", \"asin\": \"B0CTJ7PVN1\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 19 left in stock - order soon.\"},\n{\"title\": \"2x Mesh Microphone Grille For Shure SM58 565SD LC Microphone (2 Black)\", \"asin\": \"B0855QNL6J\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"SE215 Special Edition PRO Wired Earbuds - Professional Sound Isolating Earphones, Clear Sound & Deep Bass, Single Dynamic MicroDriver, Great for Music, Gaming, & Calls - Purple\", \"asin\": \"B0B9CG3659\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Instrument Condenser Microphone (565SD-LC)\", \"asin\": \"B0002MJCH8\", \"price\": \"$96.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Vocal Microphone with H&A Value Series XLR M to F Professional Microphone Cable - 10'\", \"asin\": \"B019F2KZNU\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"RPW112 Replacement Microphone\", \"asin\": \"B00166HCPS\", \"price\": \"$127.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/SM58 Dual Channel Digital Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with SM58 Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/SM58-J52)\", \"asin\": \"B084ZBGLW4\", \"price\": \"$1,379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Stage Performance Kit with PGA58 Cardioid Dynamic Vocal Handheld Microphone, XLR Cable and Mic Stand - for Onstage or Studio (PGA58BTS)\", \"asin\": \"B0107XU2HU\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"BLX24R/SM58 SM58 Handheld Wireless System w/BLX4R Receiver, SM58 Mic, and\", \"asin\": \"B01CIVBRE6\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 5 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)\", \"asin\": \"B00IQEPT30\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon.\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)\", \"asin\": \"B007J9NPQ6\", \"price\": \"$609.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688\", \"asin\": \"B0B8SNVK5K\", \"price\": \"$51.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)\", \"asin\": \"B085D97LJZ\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way).\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)\", \"asin\": \"B085DLXQJD\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch\", \"asin\": \"B0028PZNW0\", \"price\": \"$248.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector\", \"asin\": \"B000GUBOYU\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)\", \"asin\": \"B0CPTB3GBH\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way).\"},\n{\"title\": \"BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band\", \"asin\": \"B0DP5LWWJY\", \"price\": \"$789.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon.\"},\n{\"title\": \"3 Piece Professional Dynamic Microphone Kit Cardioid Unidirectional Vocal Handheld MIC with Hard Carry Case & Bag, Holder/Clip & 26ft XLR Audio Cable to 1/4'' Audio Connection (PDMICKT34),Black\", \"asin\": \"B01HZAGWEA\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel\", \"asin\": \"B01AX6GR0W\", \"price\": \"$399.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"delivery\": \"FREE delivery Apr 28 - May 5 for Prime members\"},\n{\"title\": \"Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire\", \"asin\": \"B0716Z7GSM\", \"price\": \"$43.14\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Professional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)\", \"asin\": \"B07Y2LYV34\", \"price\": \"$549.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"EM-89D Element Series Dynamic Vocal Microphone with Tripod Microphone Stand & XLR Cable Bundle\", \"asin\": \"B084D3VDYG\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 9 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:21:44.499Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:21:44.499Z
|
click_product
|
B000CZ0R42
|
rule
|
train
| 1,143 |
2025-04-12T21:21:44.499Z
|
click_product
|
B000CZ0R42
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable", "asin": "B00GI2L1RK", "price": "$159.95", "delivery": "FREE delivery Apr 17 - 21"},
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{"title": "SM58 Cardioid Vocal Microphone & Pig Hog Mic Cable, 20ft XLR - Bundle (Black)", "asin": "B00S7RVOEY", "price": "$129.00", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 2 left in stock - order soon."},
{"title": "SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | H55 Band (SLXD25/SM58-H55)", "asin": "B0CPTCTTKB", "price": "$649.00", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)", "asin": "B075JQBM6D", "price": "$990.00", "delivery": "FREE delivery Apr 16 - 18 Only 12 left in stock - order soon."},
{"title": "BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)", "asin": "B016APL8EU", "price": "$409.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way)."},
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{"title": "SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)", "asin": "B0002D0HY4", "price": "$69.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)", "asin": "B00PL09UKK", "price": "$16.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring", "asin": "B0DBJ5DBL8", "price": "$149.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SM58 Cardioid Dynamic Vocal Microphone with 10\" Round Base Stand", "asin": "B0DP5KCQ7F", "price": "$149.00", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM7dB Dynamic Vocal Microphone w/Built-in Preamp for Streaming, Podcast, & Recording, Wide-Range Frequency, Warm & Smooth Sound, Rugged Construction, Detachable Windscreen - Black", "asin": "B0CCSVYWMH", "price": "$499.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58-LC Cardioid Dynamic Vocal Microphone Bundle with Stand Adapter and Zippered Pouch, XLR", "asin": "B00GI2L9KO", "price": "$149.00", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "BETA 57A Instrument Microphone - Supercardioid Dynamic Mic for Vocal and Instrumental Applications with High Output Neodymium Element, Durable Steel Mesh Grille and Shock Mount", "asin": "B0002BACAK", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MV7+ Podcast Dynamic Microphone. OBS Certified, Enhanced Audio, LED Touch Panel, USB-C & XLR Outputs, Auto Level Mode, Digital Pop Filter, Reverb Effects, Podcasting, Streaming, Recording -Black", "asin": "B0CTJ7PVN1", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 19 left in stock - order soon."},
{"title": "2x Mesh Microphone Grille For Shure SM58 565SD LC Microphone (2 Black)", "asin": "B0855QNL6J", "price": "$9.99", "delivery": "FREE delivery Tue, Apr 22 Or fastest delivery Apr 15 - 17"},
{"title": "SE215 Special Edition PRO Wired Earbuds - Professional Sound Isolating Earphones, Clear Sound & Deep Bass, Single Dynamic MicroDriver, Great for Music, Gaming, & Calls - Purple", "asin": "B0B9CG3659", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)", "asin": "B085DMHL81", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Instrument Condenser Microphone (565SD-LC)", "asin": "B0002MJCH8", "price": "$96.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58-LC Vocal Microphone with H&A Value Series XLR M to F Professional Microphone Cable - 10'", "asin": "B019F2KZNU", "price": "$119.00", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "RPW112 Replacement Microphone", "asin": "B00166HCPS", "price": "$127.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD24D/SM58 Dual Channel Digital Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with SM58 Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/SM58-J52)", "asin": "B084ZBGLW4", "price": "$1,379.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Stage Performance Kit with PGA58 Cardioid Dynamic Vocal Handheld Microphone, XLR Cable and Mic Stand - for Onstage or Studio (PGA58BTS)", "asin": "B0107XU2HU", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock (more on the way)."},
{"title": "BLX24R/SM58 SM58 Handheld Wireless System w/BLX4R Receiver, SM58 Mic, and", "asin": "B01CIVBRE6", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Only 5 left in stock - order soon."},
{"title": "GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)", "asin": "B00IQEPT30", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon."},
{"title": "PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)", "asin": "B003GEBGA0", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)", "asin": "B0BSP3L73F", "price": "$549.00", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector", "asin": "B00IVPFZ9W", "price": "$49.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)", "asin": "B00MG1H7X4", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)", "asin": "B007J9NPQ6", "price": "$609.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688", "asin": "B0B8SNVK5K", "price": "$51.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack", "asin": "B098DHHTX9", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)", "asin": "B085D97LJZ", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way)."},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)", "asin": "B085DLXQJD", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way)."},
{"title": "Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch", "asin": "B0028PZNW0", "price": "$248.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Shure SM58S Handheld Microphone with Stand and Cable", "asin": "B07HGHQ9W6", "price": "$159.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector", "asin": "B000GUBOYU"},
{"title": "SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)", "asin": "B0CPTB3GBH", "price": "$649.00", "delivery": "FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way)."},
{"title": "BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band", "asin": "B0DP5LWWJY", "price": "$789.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon."},
{"title": "3 Piece Professional Dynamic Microphone Kit Cardioid Unidirectional Vocal Handheld MIC with Hard Carry Case & Bag, Holder/Clip & 26ft XLR Audio Cable to 1/4'' Audio Connection (PDMICKT34),Black", "asin": "B01HZAGWEA", "price": "$49.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel", "asin": "B01AX6GR0W", "price": "$399.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\" XLR-XLR Cable", "asin": "B0B724F7G2", "price": "$49.95", "delivery": "FREE delivery Apr 28 - May 5 for Prime members"},
{"title": "Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord", "asin": "B071LHC1XG", "price": "$54.20", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout", "asin": "B07QLNYBG9", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire", "asin": "B0716Z7GSM", "price": "$43.14", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Professional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)", "asin": "B07Y2LYV34", "price": "$549.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "EM-89D Element Series Dynamic Vocal Microphone with Tripod Microphone Stand & XLR Cable Bundle", "asin": "B084D3VDYG", "price": "$69.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 9 left in stock - order soon."},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:21:44.499Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:21:44.499Z\",\"action\": \"click_product\",\"acion_argument\": \"B000CZ0R42\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:21:44.499Z\",\"action\": \"click_product\",\"acion_argument\": \"B000CZ0R42\",}</answer>",
"index": 1143,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\\nXLR\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nWH20 Dynamic Headset Microphone (Wired) - Rugged, Lightweight, Secure Fit for Active Mic Users, for Instructors/Musicians, 3-pin Male XLR Connector with Detachable Belt Clip (WH20XLR)\\nXLR\", \"asin\": \"B0001DBZNM\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"LEFXMOPHY\\nSM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\\nUSB\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones\\nCloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"JBL\\nProfessional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)\", \"asin\": \"B07Y2LYV34\", \"price\": \"$549.00\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, 4 Polar Patterns, Studio Quality Sound, Plug & Play-Blackout\\nUSB\", \"asin\": \"B00N1YPXW2\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG V70 Professional Dynamic Hypercardioid Microphone for Vocals\\nWired, Wireless\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nXS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\\nXLR\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"B0002BACB4\", \"price\": \"$169.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/SM58-J11)\", \"asin\": \"B085WGYP3L\", \"price\": \"$697.96\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 15 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58S Professional Vocal Microphone w/On/Off Switch (2 Pack), XLR\", \"asin\": \"B07DLBC99X\", \"price\": \"$218.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 13 left in stock - order soon.\"},\n{\"title\": \"SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Vocal Microphone & Pig Hog Mic Cable, 20ft XLR - Bundle (Black)\", \"asin\": \"B00S7RVOEY\", \"price\": \"$129.00\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | H55 Band (SLXD25/SM58-H55)\", \"asin\": \"B0CPTCTTKB\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)\", \"asin\": \"B075JQBM6D\", \"price\": \"$990.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)\", \"asin\": \"B0002D0HY4\", \"price\": \"$69.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)\", \"asin\": \"B00PL09UKK\", \"price\": \"$16.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring\", \"asin\": \"B0DBJ5DBL8\", \"price\": \"$149.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone with 10\\\" Round Base Stand\", \"asin\": \"B0DP5KCQ7F\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM7dB Dynamic Vocal Microphone w/Built-in Preamp for Streaming, Podcast, & Recording, Wide-Range Frequency, Warm & Smooth Sound, Rugged Construction, Detachable Windscreen - Black\", \"asin\": \"B0CCSVYWMH\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Cardioid Dynamic Vocal Microphone Bundle with Stand Adapter and Zippered Pouch, XLR\", \"asin\": \"B00GI2L9KO\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BETA 57A Instrument Microphone - Supercardioid Dynamic Mic for Vocal and Instrumental Applications with High Output Neodymium Element, Durable Steel Mesh Grille and Shock Mount\", \"asin\": \"B0002BACAK\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV7+ Podcast Dynamic Microphone. OBS Certified, Enhanced Audio, LED Touch Panel, USB-C & XLR Outputs, Auto Level Mode, Digital Pop Filter, Reverb Effects, Podcasting, Streaming, Recording -Black\", \"asin\": \"B0CTJ7PVN1\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 19 left in stock - order soon.\"},\n{\"title\": \"2x Mesh Microphone Grille For Shure SM58 565SD LC Microphone (2 Black)\", \"asin\": \"B0855QNL6J\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Apr 15 - 17\"},\n{\"title\": \"SE215 Special Edition PRO Wired Earbuds - Professional Sound Isolating Earphones, Clear Sound & Deep Bass, Single Dynamic MicroDriver, Great for Music, Gaming, & Calls - Purple\", \"asin\": \"B0B9CG3659\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Instrument Condenser Microphone (565SD-LC)\", \"asin\": \"B0002MJCH8\", \"price\": \"$96.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Vocal Microphone with H&A Value Series XLR M to F Professional Microphone Cable - 10'\", \"asin\": \"B019F2KZNU\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"RPW112 Replacement Microphone\", \"asin\": \"B00166HCPS\", \"price\": \"$127.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/SM58 Dual Channel Digital Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with SM58 Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/SM58-J52)\", \"asin\": \"B084ZBGLW4\", \"price\": \"$1,379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Stage Performance Kit with PGA58 Cardioid Dynamic Vocal Handheld Microphone, XLR Cable and Mic Stand - for Onstage or Studio (PGA58BTS)\", \"asin\": \"B0107XU2HU\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"BLX24R/SM58 SM58 Handheld Wireless System w/BLX4R Receiver, SM58 Mic, and\", \"asin\": \"B01CIVBRE6\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 5 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)\", \"asin\": \"B00IQEPT30\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon.\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)\", \"asin\": \"B007J9NPQ6\", \"price\": \"$609.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688\", \"asin\": \"B0B8SNVK5K\", \"price\": \"$51.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)\", \"asin\": \"B085D97LJZ\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way).\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)\", \"asin\": \"B085DLXQJD\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch\", \"asin\": \"B0028PZNW0\", \"price\": \"$248.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector\", \"asin\": \"B000GUBOYU\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)\", \"asin\": \"B0CPTB3GBH\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way).\"},\n{\"title\": \"BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band\", \"asin\": \"B0DP5LWWJY\", \"price\": \"$789.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon.\"},\n{\"title\": \"3 Piece Professional Dynamic Microphone Kit Cardioid Unidirectional Vocal Handheld MIC with Hard Carry Case & Bag, Holder/Clip & 26ft XLR Audio Cable to 1/4'' Audio Connection (PDMICKT34),Black\", \"asin\": \"B01HZAGWEA\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel\", \"asin\": \"B01AX6GR0W\", \"price\": \"$399.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"delivery\": \"FREE delivery Apr 28 - May 5 for Prime members\"},\n{\"title\": \"Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire\", \"asin\": \"B0716Z7GSM\", \"price\": \"$43.14\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Professional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)\", \"asin\": \"B07Y2LYV34\", \"price\": \"$549.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"EM-89D Element Series Dynamic Vocal Microphone with Tripod Microphone Stand & XLR Cable Bundle\", \"asin\": \"B084D3VDYG\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 9 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:21:44.499Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000CZ0R42\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\"},\n{\"price\": \"$99.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58-LC delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag,.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"With Cable\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG V70 Professional Dynamic Hypercardioid Microphone for Vocals\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"IXTECH Microphone Boom Arm, Low Profile 360\\u00b0 Swivel Mic Boom Arm, Adjustable Microphone Arm with Detachable Rise Column and Built-In Cable Management for Streaming and Recording (VIPER)\", \"asin\": \"B0DJHGKDMN\", \"price\": \"$40.29\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones\", \"asin\": \"B0CGFZZ9M5\", \"price\": \"$519.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\\\" Receiver, Plu...\", \"asin\": \"B0DY6JGKV2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:22:11.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:22:11.678Z
|
click
|
product_option
|
rule
|
train
| 1,144 |
2025-04-12T21:22:11.678Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shure sm58"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B000CZ0R42"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)"},
{"price": "$99.00"},
{"bullet_list": "EXEPTIONAL VOCAL PERFORMANCE - The SM58-LC delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag,."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "With Cable"}],
"promotion_items": [{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)", "asin": "B0DNG4KHKD", "price": "$198.00", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\uff09", "asin": "B089GN5CFK", "price": "$11.99", "quantity": ""},
{"title": "Beyerdynamic TG V70 Professional Dynamic Hypercardioid Microphone for Vocals", "asin": "B0052JG42W", "price": "$199.99", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties", "asin": "B0B3MXMQJ5", "price": "$30.59", "quantity": ""},
{"title": "MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100", "asin": "B0BC3XB26X", "price": "$36.79", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium", "asin": "B01L3LL95O", "price": "$16.59", "quantity": ""},
{"title": "FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09Q12347S", "price": "$8.99", "quantity": ""},
{"title": "IXTECH Microphone Boom Arm, Low Profile 360\u00b0 Swivel Mic Boom Arm, Adjustable Microphone Arm with Detachable Rise Column and Built-In Cable Management for Streaming and Recording (VIPER)", "asin": "B0DJHGKDMN", "price": "$40.29", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones", "asin": "B0CGFZZ9M5", "price": "$519.00", "quantity": ""},
{"title": "MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black", "asin": "B0CN493YHF", "price": "$71.99", "quantity": ""},
{"title": "Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\" Receiver, Plu...", "asin": "B0DY6JGKV2", "price": "$39.99", "quantity": ""},
{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\uff09", "asin": "B089GN5CFK", "price": "$11.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""}],
"comparison_items": [{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00"},
{"title": "Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle", "asin": "B08TM2PF6Z", "price": "$122.99"},
{"title": "Shure SM58S Handheld Microphone with Stand and Cable", "asin": "B07HGHQ9W6", "price": "$159.99"},
{"title": "Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)", "asin": "B00TTQM94Q", "price": "$65.00"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00"},
{"title": "Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)", "asin": "B0000AQRST", "price": "$99.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:22:11.678Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:22:11.678Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:22:11.678Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1144,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000CZ0R42\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\"},\n{\"price\": \"$99.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58-LC delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag,.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"With Cable\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG V70 Professional Dynamic Hypercardioid Microphone for Vocals\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"IXTECH Microphone Boom Arm, Low Profile 360\\u00b0 Swivel Mic Boom Arm, Adjustable Microphone Arm with Detachable Rise Column and Built-In Cable Management for Streaming and Recording (VIPER)\", \"asin\": \"B0DJHGKDMN\", \"price\": \"$40.29\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones\", \"asin\": \"B0CGFZZ9M5\", \"price\": \"$519.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\\\" Receiver, Plu...\", \"asin\": \"B0DY6JGKV2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:22:11.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (6 Pack\\uff09\", \"asin\": \"B089GPVG73\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"LEFXMOPHY\\nSM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO\\nUSB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\\nUSB, XLR\", \"asin\": \"B08XXGSLPK\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"KLIM\\nLingo - Desktop USB Microphone for PC and Mac - with Mute Button - Compatible with Any Computer - Professional Desktop Microphone - High Definition Audio - New Version\\nUSB\", \"asin\": \"B08BS4QM9X\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ORANGEMONKIE\\nQ-Mic (All-in-One ASMR Direct Omni 360\\u00b0 Microphone, 2 Tripod, 4 Cables, Phone Holder, Case) / Smartphone, DSLR Video Recording Kit for YouTube, TikTok, Vlogging, Filmmaker\\nXLR\", \"asin\": \"B08DTQ836J\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\\nUSB\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones\\nCloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\\nXLR\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Logitech for Creators\\nBlue Yeti USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, 4 Polar Patterns, Studio Quality Sound, Plug & Play-Blackout\\nUSB\", \"asin\": \"B00N1YPXW2\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"JBL\\nProfessional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)\", \"asin\": \"B07Y2LYV34\", \"price\": \"$549.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nXS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\\nXLR\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG V70 Professional Dynamic Hypercardioid Microphone for Vocals\\nWired, Wireless\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\\u201d to 3/8\\u201d (Euro) Thread Adapter and Storage Bag\", \"asin\": \"B0002BACB4\", \"price\": \"$169.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/SM58-J11)\", \"asin\": \"B085WGYP3L\", \"price\": \"$697.96\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 15 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM58S Professional Vocal Microphone w/On/Off Switch (2 Pack), XLR\", \"asin\": \"B07DLBC99X\", \"price\": \"$218.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 13 left in stock - order soon.\"},\n{\"title\": \"SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"SM58 Cardioid Vocal Microphone & Pig Hog Mic Cable, 20ft XLR - Bundle (Black)\", \"asin\": \"B00S7RVOEY\", \"price\": \"$129.00\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | H55 Band (SLXD25/SM58-H55)\", \"asin\": \"B0CPTCTTKB\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)\", \"asin\": \"B075JQBM6D\", \"price\": \"$990.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)\", \"asin\": \"B0002D0HY4\", \"price\": \"$69.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)\", \"asin\": \"B00PL09UKK\", \"price\": \"$16.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring\", \"asin\": \"B0DBJ5DBL8\", \"price\": \"$149.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM7dB Dynamic Vocal Microphone w/Built-in Preamp for Streaming, Podcast, & Recording, Wide-Range Frequency, Warm & Smooth Sound, Rugged Construction, Detachable Windscreen - Black\", \"asin\": \"B0CCSVYWMH\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58 Cardioid Dynamic Vocal Microphone with 10\\\" Round Base Stand\", \"asin\": \"B0DP5KCQ7F\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Cardioid Dynamic Vocal Microphone Bundle with Stand Adapter and Zippered Pouch, XLR\", \"asin\": \"B00GI2L9KO\", \"price\": \"$149.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"BETA 57A Instrument Microphone - Supercardioid Dynamic Mic for Vocal and Instrumental Applications with High Output Neodymium Element, Durable Steel Mesh Grille and Shock Mount\", \"asin\": \"B0002BACAK\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV7+ Podcast Dynamic Microphone. OBS Certified, Enhanced Audio, LED Touch Panel, USB-C & XLR Outputs, Auto Level Mode, Digital Pop Filter, Reverb Effects, Podcasting, Streaming, Recording -Black\", \"asin\": \"B0CTJ7PVN1\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 19 left in stock - order soon.\"},\n{\"title\": \"SE215 Special Edition PRO Wired Earbuds - Professional Sound Isolating Earphones, Clear Sound & Deep Bass, Single Dynamic MicroDriver, Great for Music, Gaming, & Calls - Purple\", \"asin\": \"B0B9CG3659\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Instrument Condenser Microphone (565SD-LC)\", \"asin\": \"B0002MJCH8\", \"price\": \"$96.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58-LC Vocal Microphone with H&A Value Series XLR M to F Professional Microphone Cable - 10'\", \"asin\": \"B019F2KZNU\", \"price\": \"$119.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"RPW112 Replacement Microphone\", \"asin\": \"B00166HCPS\", \"price\": \"$127.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/SM58 Dual Channel Digital Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with SM58 Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/SM58-J52)\", \"asin\": \"B084ZBGLW4\", \"price\": \"$1,379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n{\"title\": \"Stage Performance Kit with PGA58 Cardioid Dynamic Vocal Handheld Microphone, XLR Cable and Mic Stand - for Onstage or Studio (PGA58BTS)\", \"asin\": \"B0107XU2HU\", \"price\": \"$99.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock (more on the way).\"},\n{\"title\": \"BLX24R/SM58 SM58 Handheld Wireless System w/BLX4R Receiver, SM58 Mic, and\", \"asin\": \"B01CIVBRE6\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 5 left in stock - order soon.\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)\", \"asin\": \"B00IQEPT30\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon.\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)\", \"asin\": \"B085D97LJZ\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way).\"},\n{\"title\": \"ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)\", \"asin\": \"B007J9NPQ6\", \"price\": \"$609.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688\", \"asin\": \"B0B8SNVK5K\", \"price\": \"$51.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)\", \"asin\": \"B085DLXQJD\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch\", \"asin\": \"B0028PZNW0\", \"price\": \"$248.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector\", \"asin\": \"B000GUBOYU\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)\", \"asin\": \"B0CPTB3GBH\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way).\"},\n{\"title\": \"Desktop Microphone Stand, Upgraded Adjustable Table Mic Stand with Mic Clip and 5/8\\\" Male to 3/8\\\" Female Screw for Blue Yeti Snowball Spark & Other Microphone\", \"asin\": \"B07F82BPLV\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band\", \"asin\": \"B0DP5LWWJY\", \"price\": \"$789.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon.\"},\n{\"title\": \"KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel\", \"asin\": \"B01AX6GR0W\", \"price\": \"$399.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"delivery\": \"FREE delivery Apr 28 - May 5 for Prime members\"},\n{\"title\": \"E835 Dynamic Handheld Vocal Mic with Stand & Cable Performance Kit\", \"asin\": \"B074KKY522\", \"price\": \"$109.95\", \"delivery\": \"FREE delivery Apr 24 - May 12 for Prime members\"},\n{\"title\": \"Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire\", \"asin\": \"B0716Z7GSM\", \"price\": \"$43.14\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG V70 Professional Dynamic Hypercardioid Microphone for Vocals\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:22:51.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:22:51.162Z
|
click_product
|
B0000AQRSU
|
rule
|
train
| 1,145 |
2025-04-12T21:22:51.162Z
|
click_product
|
B0000AQRSU
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "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": "shure sm58"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\uff09", "asin": "B089GN5CFK", "price": "$11.99", "quantity": ""},
{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (6 Pack\uff09", "asin": "B089GPVG73", "price": "$11.99", "quantity": ""},
{"title": "LEFXMOPHY\nSM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack", "asin": "B098DHHTX9", "price": "$8.99", "quantity": ""},
{"title": "MAONO\nUSB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\nUSB, XLR", "asin": "B08XXGSLPK", "price": "$59.99", "quantity": ""},
{"title": "KLIM\nLingo - Desktop USB Microphone for PC and Mac - with Mute Button - Compatible with Any Computer - Professional Desktop Microphone - High Definition Audio - New Version\nUSB", "asin": "B08BS4QM9X", "price": "$17.99", "quantity": ""},
{"title": "ORANGEMONKIE\nQ-Mic (All-in-One ASMR Direct Omni 360\u00b0 Microphone, 2 Tripod, 4 Cables, Phone Holder, Case) / Smartphone, DSLR Video Recording Kit for YouTube, TikTok, Vlogging, Filmmaker\nXLR", "asin": "B08DTQ836J", "price": "$69.00", "quantity": ""},
{"title": "Logitech for Creators\nBlue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\nUSB", "asin": "B07QLNYBG9", "price": "$89.99", "quantity": ""},
{"title": "Cloud Microphones\nCloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\nXLR", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Logitech for Creators\nBlue Yeti USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, 4 Polar Patterns, Studio Quality Sound, Plug & Play-Blackout\nUSB", "asin": "B00N1YPXW2", "price": "$99.99", "quantity": ""},
{"title": "JBL\nProfessional All-in- 1 Personal System with Bluetooth, XLR, Black, Rechargeable Portable PA (EON ONE Compact)", "asin": "B07Y2LYV34", "price": "$549.00", "quantity": ""},
{"title": "Sennheiser\nXS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\" XLR-XLR Cable\nXLR", "asin": "B0B724F7G2", "price": "$49.95", "quantity": ""},
{"title": "beyerdynamic\nTG V70 Professional Dynamic Hypercardioid Microphone for Vocals\nWired, Wireless", "asin": "B0052JG42W", "price": "$199.99", "quantity": ""}],
"search_results": [{"title": "SM58 Cardioid Dynamic Vocal Microphone (2-Pack)", "asin": "B0DNG4KHKD", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "BETA 58A Vocal Microphone - Single Element Supercardioid Dynamic Mic for Stage and Studio, Includes A25D Adjustable Stand Adapter, 5/8\u201d to 3/8\u201d (Euro) Thread Adapter and Storage Bag", "asin": "B0002BACB4", "price": "$169.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/SM58-J11)", "asin": "B085WGYP3L", "price": "$697.96", "delivery": "FREE delivery Tue, Apr 15 Only 15 left in stock - order soon."},
{"title": "SM58 Cardioid Dynamic Vocal Microphone (2-Pack)", "asin": "B0DNG4KHKD", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)", "asin": "B0000AQRST", "price": "$99.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SM58S Professional Vocal Microphone w/On/Off Switch (2 Pack), XLR", "asin": "B07DLBC99X", "price": "$218.00", "delivery": "FREE delivery Apr 17 - 21 Only 13 left in stock - order soon."},
{"title": "SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable", "asin": "B00GI2L1RK", "price": "$159.95", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)", "asin": "B016APL8D6", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "B00TTQM8Z6", "price": "$45.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)", "asin": "B00TTQM94Q", "price": "$65.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle", "asin": "B08TM2PF6Z", "price": "$122.99", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "SM58 Cardioid Vocal Microphone & Pig Hog Mic Cable, 20ft XLR - Bundle (Black)", "asin": "B00S7RVOEY", "price": "$129.00", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 2 left in stock - order soon."},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)", "asin": "B085WFZKYR", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)", "asin": "B085WGVL86", "price": "$219.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | H55 Band (SLXD25/SM58-H55)", "asin": "B0CPTCTTKB", "price": "$649.00", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."},
{"title": "AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)", "asin": "B075JQBM6D", "price": "$990.00", "delivery": "FREE delivery Apr 16 - 18 Only 12 left in stock - order soon."},
{"title": "SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)", "asin": "B0002D0HY4", "price": "$69.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)", "asin": "B00PL09UKK", "price": "$16.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring", "asin": "B0DBJ5DBL8", "price": "$149.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM7dB Dynamic Vocal Microphone w/Built-in Preamp for Streaming, Podcast, & Recording, Wide-Range Frequency, Warm & Smooth Sound, Rugged Construction, Detachable Windscreen - Black", "asin": "B0CCSVYWMH", "price": "$499.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58 Cardioid Dynamic Vocal Microphone with 10\" Round Base Stand", "asin": "B0DP5KCQ7F", "price": "$149.00", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)", "asin": "B016APL8EU", "price": "$409.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way)."},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58-LC Cardioid Dynamic Vocal Microphone Bundle with Stand Adapter and Zippered Pouch, XLR", "asin": "B00GI2L9KO", "price": "$149.00", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "BETA 57A Instrument Microphone - Supercardioid Dynamic Mic for Vocal and Instrumental Applications with High Output Neodymium Element, Durable Steel Mesh Grille and Shock Mount", "asin": "B0002BACAK", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MV7+ Podcast Dynamic Microphone. OBS Certified, Enhanced Audio, LED Touch Panel, USB-C & XLR Outputs, Auto Level Mode, Digital Pop Filter, Reverb Effects, Podcasting, Streaming, Recording -Black", "asin": "B0CTJ7PVN1", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 19 left in stock - order soon."},
{"title": "SE215 Special Edition PRO Wired Earbuds - Professional Sound Isolating Earphones, Clear Sound & Deep Bass, Single Dynamic MicroDriver, Great for Music, Gaming, & Calls - Purple", "asin": "B0B9CG3659", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)", "asin": "B085DMHL81", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Instrument Condenser Microphone (565SD-LC)", "asin": "B0002MJCH8", "price": "$96.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58-LC Vocal Microphone with H&A Value Series XLR M to F Professional Microphone Cable - 10'", "asin": "B019F2KZNU", "price": "$119.00", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "RPW112 Replacement Microphone", "asin": "B00166HCPS", "price": "$127.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD24D/SM58 Dual Channel Digital Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with SM58 Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/SM58-J52)", "asin": "B084ZBGLW4", "price": "$1,379.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Stage Performance Kit with PGA58 Cardioid Dynamic Vocal Handheld Microphone, XLR Cable and Mic Stand - for Onstage or Studio (PGA58BTS)", "asin": "B0107XU2HU", "price": "$99.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock (more on the way)."},
{"title": "BLX24R/SM58 SM58 Handheld Wireless System w/BLX4R Receiver, SM58 Mic, and", "asin": "B01CIVBRE6", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Only 5 left in stock - order soon."},
{"title": "PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)", "asin": "B003GEBGA0", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector", "asin": "B00IVPFZ9W", "price": "$49.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)", "asin": "B0BSP3L73F", "price": "$549.00", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)", "asin": "B00IQEPT30", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon."},
{"title": "QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)", "asin": "B00MG1H7X4", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)", "asin": "B085D97LJZ", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way)."},
{"title": "ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)", "asin": "B007J9NPQ6", "price": "$609.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688", "asin": "B0B8SNVK5K", "price": "$51.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)", "asin": "B085DLXQJD", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way)."},
{"title": "Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch", "asin": "B0028PZNW0", "price": "$248.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Shure SM58S Handheld Microphone with Stand and Cable", "asin": "B07HGHQ9W6", "price": "$159.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack", "asin": "B098DHHTX9", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector", "asin": "B000GUBOYU"},
{"title": "SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)", "asin": "B0CPTB3GBH", "price": "$649.00", "delivery": "FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way)."},
{"title": "Desktop Microphone Stand, Upgraded Adjustable Table Mic Stand with Mic Clip and 5/8\" Male to 3/8\" Female Screw for Blue Yeti Snowball Spark & Other Microphone", "asin": "B07F82BPLV", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band", "asin": "B0DP5LWWJY", "price": "$789.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon."},
{"title": "KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel", "asin": "B01AX6GR0W", "price": "$399.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\" XLR-XLR Cable", "asin": "B0B724F7G2", "price": "$49.95", "delivery": "FREE delivery Apr 28 - May 5 for Prime members"},
{"title": "E835 Dynamic Handheld Vocal Mic with Stand & Cable Performance Kit", "asin": "B074KKY522", "price": "$109.95", "delivery": "FREE delivery Apr 24 - May 12 for Prime members"},
{"title": "Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord", "asin": "B071LHC1XG", "price": "$54.20", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout", "asin": "B07QLNYBG9", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)", "asin": "B003GEBGA0", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire", "asin": "B0716Z7GSM", "price": "$43.14", "delivery": "FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18"},
{"title": "Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG V70 Professional Dynamic Hypercardioid Microphone for Vocals", "asin": "B0052JG42W", "price": "$199.99", "delivery": "FREE delivery Tue, Apr 15 Only 4 left in stock - order soon."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:22:51.162Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:22:51.162Z\",\"action\": \"click_product\",\"acion_argument\": \"B0000AQRSU\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:22:51.162Z\",\"action\": \"click_product\",\"acion_argument\": \"B0000AQRSU\",}</answer>",
"index": 1145,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": 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order soon.\"},\n{\"title\": \"AD2/SM58-G57 Axient Digital Wireless Handheld Transmitter with SM58 Mic Head (G57: 470 to 616 MHz)\", \"asin\": \"B075JQBM6D\", \"price\": \"$990.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 12 left in stock - order soon.\"},\n{\"title\": \"SM48 Cardioid Dynamic Vocal Microphone with Shock-Mounted Cartridge, Steel Mesh Grille and IntegralPop Filter, A25D Mic Clip, Storage Bag, 3-pin XLR Connector, No Cable Included (SM48-LC)\", \"asin\": \"B0002D0HY4\", \"price\": \"$69.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wm58 Classic Style Dynamic Vocal Instrument with Clean Sound, Metal Body Microphone (not with Cable)\", \"asin\": \"B00PL09UKK\", \"price\": \"$16.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MV6 Gaming Microphone, Dynamic USB PC Mic for Video Games & Streaming - Desktop Stand, Background Noise Cancellation, Tap-to-Mute & 3.5mm Output for Real-Time Headphone Monitoring\", \"asin\": \"B0DBJ5DBL8\", \"price\": \"$149.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 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18 Only 5 left in stock - order soon.\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/SM58=-Z3)\", \"asin\": \"B00IQEPT30\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock - order soon.\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | J52 Band (SLXD2/SM58=-J52)\", \"asin\": \"B085D97LJZ\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock (more on the way).\"},\n{\"title\": \"ULXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with ULX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (ULXD2/SM58=-G50)\", \"asin\": \"B007J9NPQ6\", \"price\": \"$609.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dynamic Microphone, XLR/USB Podcast Recording PC Microphone for Vocal Voice-Over Streaming, Studio Metal Mic with Mute, Headphone Jack, Monitoring Volume Control, Windscreen-Amplitank K688\", \"asin\": \"B0B8SNVK5K\", \"price\": \"$51.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | H55 Band (SLXD2/SM58=-H55)\", \"asin\": \"B085DLXQJD\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Super 55 Deluxe Vocal Microphone - Vintage Supercardioid Dynamic Unidyne Mic, Iconic Look, Classic Sound - Rugged Die-Cast Casing, Includes 5/8 to 3/8 Thread Adapter and Zippered, Padded Pouch\", \"asin\": \"B0028PZNW0\", \"price\": \"$248.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"SM58 Windscreen, Mic Foam Replacement for Shure SM58 SM48 Vocal Microphone Pop Filter, Black Noise-cancellation Windsock Cover 3-pack\", \"asin\": \"B098DHHTX9\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM58SE Cardioid Dynamic Vocal Microphone with On/Off Switch, Pneumatic Shock Mount, Spherical Mesh Grille with Built-in Pop Filter, A25D Mic Clip, Storage Bag, 3-Pin XLR Connector\", \"asin\": \"B000GUBOYU\"},\n{\"title\": \"SLXD25/SM58 Portable Digital Wireless System with SLXD2 Handheld Transmitter with SM58 legendary Cardioid Dynamic Vocal Microphone and SLXD5 Single-Channel Receiver | G58 Band (SLXD25/SM58-G58)\", \"asin\": \"B0CPTB3GBH\", \"price\": \"$649.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 6 left in stock (more on the way).\"},\n{\"title\": \"Desktop Microphone Stand, Upgraded Adjustable Table Mic Stand with Mic Clip and 5/8\\\" Male to 3/8\\\" Female Screw for Blue Yeti Snowball Spark & Other Microphone\", \"asin\": \"B07F82BPLV\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/SM58 Dual Channel Wireless Handheld Microphone System with Bag - H9 Band\", \"asin\": \"B0DP5LWWJY\", \"price\": \"$789.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16 Only 15 left in stock - order soon.\"},\n{\"title\": \"KSM8 Dualdyne Vocal Microphone - Cardioid Dynamic Mic with 2 Ultra Thin Diaphragms and Reverse Airflow Technology for Unmatched Control of Proximity Effect, Presence Peaks, and Bleed - Nickel\", \"asin\": \"B01AX6GR0W\", \"price\": \"$399.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XS 1 Handheld Cardioid Dynamic Vocal Microphone Bundle with Pop Filter and 20\\\" XLR-XLR Cable\", \"asin\": \"B0B724F7G2\", \"price\": \"$49.95\", \"delivery\": \"FREE delivery Apr 28 - May 5 for Prime members\"},\n{\"title\": \"E835 Dynamic Handheld Vocal Mic with Stand & Cable Performance Kit\", \"asin\": \"B074KKY522\", \"price\": \"$109.95\", \"delivery\": \"FREE delivery Apr 24 - May 12 for Prime members\"},\n{\"title\": \"Dynamic Vocal Microphones with XLR Mic Cables & Clips (3 Pack) Cardioid Handheld, Unidirectional for Home Music Studio Recording, Live Stage Singing, DJ Karaoke | Pro Audio 20ft Mic Cord\", \"asin\": \"B071LHC1XG\", \"price\": \"$54.20\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Blue Yeti Nano USB Microphone for Gaming, Streaming, Podcasting, Twitch, YouTube, Discord, Recording for PC and Mac, Plug & Play -Blackout\", \"asin\": \"B07QLNYBG9\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PDMIC58 Handheld Dynamic Microphone - Professional Moving Coil, Cardioid Unidirectional Vocal Mic w/ 15ft XLR to 1/4\\\" Audio Cable - Mic for Singing, Speaking, Karaoke, & Studio Recording (Silver)\", \"asin\": \"B003GEBGA0\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Vocal Microphones with XLR Mic Cables & Clips (2 Pack) Cardioid Dynamic Handheld for Home Studio Recording Package, Live Stage Singing, Adult DJ Karaoke | Pro Audio Mic Cords, 3-Pin Wire\", \"asin\": \"B0716Z7GSM\", \"price\": \"$43.14\", \"delivery\": \"FREE delivery Apr 16 - 21 Or fastest delivery Apr 15 - 18\"},\n{\"title\": \"Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG V70 Professional Dynamic Hypercardioid Microphone for Vocals\", \"asin\": \"B0052JG42W\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 4 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:22:51.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000AQRSU\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\"},\n{\"price\": \"$109.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SM58 with On/Off Switch\"},\n{\"Pattern Name\": \"Microphone\"}],\n\"promotion_items\": [{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\", \"asin\": \"B08XXGSLPK\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X\", \"asin\": \"B0DGXHBWG2\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...\", \"asin\": \"B0DCJWG5RS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3\", \"asin\": \"B0CRYZMCT3\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S\", \"asin\": \"B0C46CS37H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6\", \"asin\": \"B07GQ4S6MN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:01.941Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:26:01.941Z
|
input
|
shure sm58
|
rule
|
train
| 1,146 |
2025-04-12T21:26:01.941Z
|
input
|
shure sm58
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shure sm58"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0000AQRSU"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)"},
{"price": "$109.00"},
{"bullet_list": "EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SM58 with On/Off Switch"},
{"Pattern Name": "Microphone"}],
"promotion_items": [{"title": "Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "quantity": ""},
{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)", "asin": "B08XXGSLPK", "price": "$59.99", "quantity": ""},
{"title": "Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)", "asin": "B0DNG4KHKD", "price": "$198.00", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100", "asin": "B0BC3XB26X", "price": "$36.79", "quantity": ""},
{"title": "OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties", "asin": "B0B3MXMQJ5", "price": "$30.59", "quantity": ""},
{"title": "MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X", "asin": "B0DGXHBWG2", "price": "$39.98", "quantity": ""},
{"title": "Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...", "asin": "B0DCJWG5RS", "price": "$21.99", "quantity": ""},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...", "asin": "B0D72S7QBY", "price": "$47.99", "quantity": ""},
{"title": "FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3", "asin": "B0CRYZMCT3", "price": "$67.99", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black", "asin": "B0CN493YHF", "price": "$71.99", "quantity": ""},
{"title": "MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S", "asin": "B0C46CS37H", "price": "$48.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6", "asin": "B07GQ4S6MN", "price": "$21.99", "quantity": ""}],
"comparison_items": [{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00"},
{"title": "Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle", "asin": "B08TM2PF6Z", "price": "$122.99"},
{"title": "Shure SM58S Handheld Microphone with Stand and Cable", "asin": "B07HGHQ9W6", "price": "$159.99"},
{"title": "Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable", "asin": "B00GI2L1RK", "price": "$159.95"},
{"title": "Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)", "asin": "B00TTQM94Q", "price": "$65.00"},
{"title": "Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)", "asin": "B0000AQRST", "price": "$99.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:26:01.941Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:26:01.941Z\",\"action\": \"input\",\"acion_argument\": \"shure sm58\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:26:01.941Z\",\"action\": \"input\",\"acion_argument\": \"shure sm58\",}</answer>",
"index": 1146,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000AQRSU\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\"},\n{\"price\": \"$109.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SM58 with On/Off Switch\"},\n{\"Pattern Name\": \"Microphone\"}],\n\"promotion_items\": [{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\", \"asin\": \"B08XXGSLPK\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X\", \"asin\": \"B0DGXHBWG2\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...\", \"asin\": \"B0DCJWG5RS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3\", \"asin\": \"B0CRYZMCT3\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S\", \"asin\": \"B0C46CS37H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6\", \"asin\": \"B07GQ4S6MN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:01.941Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"behringer flow 8\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000AQRSU\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\"},\n{\"price\": \"$109.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SM58 with On/Off Switch\"},\n{\"Pattern Name\": \"Microphone\"}],\n\"promotion_items\": [{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\", \"asin\": \"B08XXGSLPK\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X\", \"asin\": \"B0DGXHBWG2\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...\", \"asin\": \"B0DCJWG5RS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3\", \"asin\": \"B0CRYZMCT3\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S\", \"asin\": \"B0C46CS37H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6\", \"asin\": \"B07GQ4S6MN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:23.269Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:26:23.269Z
|
click
|
search
|
rule
|
train
| 1,147 |
2025-04-12T21:26:23.269Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "behringer flow 8"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0000AQRSU"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)"},
{"price": "$109.00"},
{"bullet_list": "EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "SM58 with On/Off Switch"},
{"Pattern Name": "Microphone"}],
"promotion_items": [{"title": "Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "quantity": ""},
{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)", "asin": "B08XXGSLPK", "price": "$59.99", "quantity": ""},
{"title": "Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)", "asin": "B0DNG4KHKD", "price": "$198.00", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100", "asin": "B0BC3XB26X", "price": "$36.79", "quantity": ""},
{"title": "OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties", "asin": "B0B3MXMQJ5", "price": "$30.59", "quantity": ""},
{"title": "MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X", "asin": "B0DGXHBWG2", "price": "$39.98", "quantity": ""},
{"title": "Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...", "asin": "B0DCJWG5RS", "price": "$21.99", "quantity": ""},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...", "asin": "B0D72S7QBY", "price": "$47.99", "quantity": ""},
{"title": "FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3", "asin": "B0CRYZMCT3", "price": "$67.99", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black", "asin": "B0CN493YHF", "price": "$71.99", "quantity": ""},
{"title": "MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S", "asin": "B0C46CS37H", "price": "$48.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6", "asin": "B07GQ4S6MN", "price": "$21.99", "quantity": ""}],
"comparison_items": [{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00"},
{"title": "Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle", "asin": "B08TM2PF6Z", "price": "$122.99"},
{"title": "Shure SM58S Handheld Microphone with Stand and Cable", "asin": "B07HGHQ9W6", "price": "$159.99"},
{"title": "Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable", "asin": "B00GI2L1RK", "price": "$159.95"},
{"title": "Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)", "asin": "B00TTQM94Q", "price": "$65.00"},
{"title": "Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)", "asin": "B0000AQRST", "price": "$99.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:26:23.269Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:26:23.269Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:26:23.269Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1147,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"behringer flow 8\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000AQRSU\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\"},\n{\"price\": \"$109.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58S delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. ADDED CONVENIENCE - The On/Off switch allows for easy control of the microphone without having to unplug it from the mixer or amplifier. WHAT\\u2019S IN THE BOX - Shure SM58 Dynamic Vocal Microphone, 1 - A25D Swivel Stand Adapter, 1 - 95A2313 Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"SM58 with On/Off Switch\"},\n{\"Pattern Name\": \"Microphone\"}],\n\"promotion_items\": [{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO USB/XLR Podcast Dynamic Microphone, Studio Mic Kit with Volume Control, Shock Mount, Pop Filter, Ideal for Vocal, Instruments Recording, Voice Over, Live Streaming (HD300T)\", \"asin\": \"B08XXGSLPK\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Cardioid Dynamic Vocal Microphone (2-Pack)\", \"asin\": \"B0DNG4KHKD\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"OneOdio ON55 Wired Microphone for Singing - Mic Clips, Metal Female, ON/Off Switch, 16.4ft XLR Cable - Condenser Dynamic Mic for Karaoke Machine, AMP, Speaker, Parties\", \"asin\": \"B0B3MXMQJ5\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Gaming Microphone: USB XLR Dynamic Computer Microphone with Software-RGB PC Mic for Gamer-Podcast Mic Kit for Streaming Recording Studio YouTube Content Creation Online Chat PD100X\", \"asin\": \"B0DGXHBWG2\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Lapel Microphone for iPhone and iPad,Clip on Microphone with Noise Reduction for Re...\", \"asin\": \"B0DCJWG5RS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-...\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE XLR/USB Podcast Dynamic Microphone for Streaming, Studio XLR Microphone, PC Streamer Mic All Metal with Mute Button, Headphone Jack, for Vocal Voice Over Music Recording-AmpliTank Tank3\", \"asin\": \"B0CRYZMCT3\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Gaming USB Microphone, Noise Cancellation Condenser mic with Mute, Gain, Monitoring, Boom Arm for Streaming, Podcast, Twitch, YouTube, Discord, PC, Computer, PS4, PS5, Mac, GamerWave DGM20S\", \"asin\": \"B0C46CS37H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Fifine Karaoke Microphone, Dynamic Vocal Microphone for Speaker, 6.35MM Wired Handheld Mic with On and Off Switch and14.8ft Detachable Cable-K6\", \"asin\": \"B07GQ4S6MN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM58-LC Cardioid Dynamic Vocal Microphone + Extra Two (2) XLR Cables Bundle\", \"asin\": \"B08TM2PF6Z\", \"price\": \"$122.99\"},\n{\"title\": \"Shure SM58S Handheld Microphone with Stand and Cable\", \"asin\": \"B07HGHQ9W6\", \"price\": \"$159.99\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:23.269Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"behringer flow 8\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pyle Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \\u00bc\\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT\", \"asin\": \"B08LZRWN6Q\", \"price\": \"$106.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer ADA8200 Microphone Preamp\", \"asin\": \"B00E87OLFQ\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System- Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP Processor- PMXU43BT.5\", \"asin\": \"B07Y8L4CK8\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"PYLE 12-Channel Bluetooth Studio Audio Mixer - DJ Sound Controller Interface with USB Drive for PC Recording Input, RCA, XLR Microphone Jack, 48V Power, For Professional and Beginners - PMXU128BT\", \"asin\": \"B07CGM9KJN\", \"price\": \"$197.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"FLOW 8 8-Input Digital Mixer with Bluetooth Audio and App Control, 60 mm Channel Faders, 2 FX Processors and USB/Audio Interface\", \"asin\": \"B08NDBQM5W\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hard Storage Travel Case, Fit for Behringer FLOW 8 / Xenyx 802 Premium 8-Input Digital Mixer\", \"asin\": \"B07WTRZTWK\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Super Strong Polycarbonate Custom Fit Cover Compatible with Behringer Flow 8, Dust Cover for Travel and Everyday Protection\", \"asin\": \"B0CYCLQPCY\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"PodTrak P8 Podcast Recorder, 6 Microphone Inputs, 6 Headphone Outputs, Phone Input, Sound Pads, Onboard Editing, Record to SD Card, USB Audio Interface, Battery Powered\", \"asin\": \"B08HKL3T1S\", \"price\": \"$298.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"5V AC/DC Adapter Compatible with Behringer Flow 8 FLOW8 8-Input Digital Mixer Bluetooth USB Audio Interface DYS DYS122-050200-11627C DYS122-050200W-5 5VDC Power Supply Cord Cable Charger PSU\", \"asin\": \"B0C85PWSKJ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MobileMix 8-channel Mixer\", \"asin\": \"B0CNKXZFWG\", \"price\": \"$229.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XAir XR18 18-Channel 12-Bus Wireless Digital Mixer for iPad/Android Tablet\", \"asin\": \"B01JMYNDN0\", \"price\": \"$507.30\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mixer Case Compatible With Behringer Flow 8 and Xenyx 802s, 502s, 1002sfx, 1202sfx and Audio Accessories with Two Customizable Foam Trays, Fits DJ Mixers up to 13.5\\\" x 10.5\\\" x 2.2\\\"\", \"asin\": \"B0CXC9F466\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mix8 8-Channel Compact Mixer\", \"asin\": \"B00ND1KGEI\", \"price\": \"$98.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"B0C2BTT3DX\", \"price\": \"$89.00\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT\", \"asin\": \"B0719BC5FS\", \"price\": \"$110.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"AG8 Professional audio mixer 8 Channel with MP3 Player Source USB recording,With grouping and 2 AUX interfaces, 99DSP EFFECTfor Professional and Beginners\", \"asin\": \"B0D5DBK9SY\", \"price\": \"$179.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer\", \"asin\": \"B0DNSPQRQY\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 22 - 25 for Prime members\"},\n{\"title\": \"ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"X-TOUCH Universal Control Surface with 9 Touch-Sensitive Motor Faders, LCD Scribble Strips and Ethernet/USB/MIDI Interface\", \"asin\": \"B015HBZTTI\", \"price\": \"$419.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 18 left in stock - order soon.\"},\n{\"title\": \"P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer\", \"asin\": \"B0DNSPQRQY\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 22 - 25 for Prime members\"},\n{\"title\": \"Xenyx X1204USB Mixer with USB and Effects\", \"asin\": \"B0039PPW60\", \"price\": \"$239.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"8 Channel Audio Mixer DJ Mixer Sound Board Console 16 Dsp USB Audio Interface MP3 Input +48V Phantom Bluetooth Studio Mixer Audio For Karaoke Streaming Recording\", \"asin\": \"B0C49JDSRX\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LiveTrak L-8 Portable 8-Channel Digital Mixer and Multitrack Recorder\", \"asin\": \"B07YYQ93BT\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx 1204USB Mixer with USB\", \"asin\": \"B00871VO5Y\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"P2 Ultra-Compact Personal In-Ear Monitor Amplifier\", \"asin\": \"B0784TMYPN\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PMP500MP3 8-channel 500W Powered Mixer\", \"asin\": \"B071F31S8V\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"ADA8200 Microphone Preamp\", \"asin\": \"B00E87OLFQ\", \"price\": \"$179.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Powerplay P16-M 16-Channel Digital Personal Mixer\", \"asin\": \"B005EHINSK\", \"price\": \"$210.70\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"X Air XR18 Tablet-Controlled Digital Mixer\", \"asin\": \"B00UD3IWB8\", \"price\": \"$507.30\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"X Air XR16 Tablet-Controlled Digital Mixer\", \"asin\": \"B010BZ2G00\", \"price\": \"$429.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 14 left in stock - order soon.\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pro-800 8-Voice Polyphonic Analog Synthesizer\", \"asin\": \"B0C3XYFNSL\", \"price\": \"$379.00\", \"delivery\": \"FREE delivery Apr 24 - 25\"},\n{\"title\": \"5.8Ghz Wireless XLR Microphone Transmitter Receiver Plug-on Mic Adapter 4 Channels Wireless Microphone System for Dynamic Microphones PA System and Audio Mixer DSLR Camera (MW-1)\", \"asin\": \"B098SBZK2K\", \"price\": \"$98.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"FLOW 8 8-input Digital Mixer with Bluetooth\", \"asin\": \"B091B1SY35\"},\n{\"title\": \"SD8 I/O Stage Box with 8 Remote-Controllable Midas Preamps, 8 Outputs, AES50 Networking and ULTRANET Personal Monitoring Hub\", \"asin\": \"B013JLZCKE\"},\n{\"title\": \"7 Channel DJ Audio Mixer Interface USB, NEW BAXS Audio Mixer Sound Board Mixing Console with Bluetooth MP3 Computer Input +48V Phantom Power Mixer Audio For Karaoke Dj Mixer Stage Streaming Studio\", \"asin\": \"B0D2XV89J3\", \"price\": \"$69.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"B00CTKI5WO\"},\n{\"title\": \"LTGEM Hard Mixer Case for Mackie Mix8 / Mackie ProFX6v3 / Behringer FLOW 8 Compact Mixer, Travel Protective Carrying Storage Bag\", \"asin\": \"B0D53TYQ3S\", \"price\": \"$40.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HA8000 V2 8-Ch Headphone Mixing Distribution Amplifier\", \"asin\": \"B06WRRB59R\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"8 Channel Audio Mixer Sound Board Mixer 16 DSP Effect Audio Interfacer w/USB Drive for Computer Recording, 48V Power, XLR Microphone Jack DJ Mixer for Karaoke Studio Streaming Recording\", \"asin\": \"B0D4YS6GFG\", \"price\": \"$129.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"11 Rhythm Designer RD-8 (000-EH902-00010)\", \"asin\": \"B099D9LGVY\"},\n{\"title\": \"ZEDi-8 - Compact Hybrid Audio Mixer/USB Interface (AH-ZEDi-8)\", \"asin\": \"B01A2YQ9BM\", \"price\": \"$244.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"ZMX8210 V2 Rackmount Zone Mixer\", \"asin\": \"B07QQ6J118\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Professional DJ Audio Mixer - 8 Channel DJ Bluetooth Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 8 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack\", \"asin\": \"B0D2DB8HTJ\", \"price\": \"$89.09\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"U-Control UCA222 USB Audio Interface\", \"asin\": \"B0023BYDHK\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \\u00bc\\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT\", \"asin\": \"B08LZRWN6Q\", \"price\": \"$106.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RD-9 Analog Drum Machine\", \"asin\": \"B09NF1GFFQ\", \"price\": \"$339.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eurolive B108D 300W 8 Inches Powered Speaker\", \"asin\": \"B00QLWZNV2\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Ultra-DI Pro DI800v2 8-Channel Active Instrument Direct Box\", \"asin\": \"B07KDRGJR3\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"U-Phoria UMC404HD USB Audio Interface\", \"asin\": \"B00TTX73YA\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"EUROLIVE B1200D-PRO High-Performance Active 500 Watt 12\\\" PA Subwoofer with Built-In Stereo Crossover\", \"asin\": \"B00E87OMNC\", \"price\": \"$369.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Two-channel-300W at 4\\u2126 Power Amplifier, Black, 300-Watts (XLi800)\", \"asin\": \"B00AR0A3V4\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle With Tascam Closed-Back Pro Headphones & Deco Gear Hard Case (3 Items)\", \"asin\": \"B082T5WSBM\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Fri, Apr 18\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:27.019Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:26:27.019Z
|
click_product
|
B08NDBQM5W
|
rule
|
train
| 1,148 |
2025-04-12T21:26:27.019Z
|
click_product
|
B08NDBQM5W
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "behringer flow 8"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Pyle Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \u00bc\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT", "asin": "B08LZRWN6Q", "price": "$106.99", "quantity": ""},
{"title": "Behringer ADA8200 Microphone Preamp", "asin": "B00E87OLFQ", "price": "$179.00", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System- Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP Processor- PMXU43BT.5", "asin": "B07Y8L4CK8", "price": "$99.99", "quantity": ""},
{"title": "PYLE 12-Channel Bluetooth Studio Audio Mixer - DJ Sound Controller Interface with USB Drive for PC Recording Input, RCA, XLR Microphone Jack, 48V Power, For Professional and Beginners - PMXU128BT", "asin": "B07CGM9KJN", "price": "$197.00", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "quantity": ""}],
"search_results": [{"title": "FLOW 8 8-Input Digital Mixer with Bluetooth Audio and App Control, 60 mm Channel Faders, 2 FX Processors and USB/Audio Interface", "asin": "B08NDBQM5W", "price": "$259.99", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "Hard Storage Travel Case, Fit for Behringer FLOW 8 / Xenyx 802 Premium 8-Input Digital Mixer", "asin": "B07WTRZTWK", "price": "$23.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Super Strong Polycarbonate Custom Fit Cover Compatible with Behringer Flow 8, Dust Cover for Travel and Everyday Protection", "asin": "B0CYCLQPCY", "price": "$54.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members Only 3 left in stock - order soon."},
{"title": "PodTrak P8 Podcast Recorder, 6 Microphone Inputs, 6 Headphone Outputs, Phone Input, Sound Pads, Onboard Editing, Record to SD Card, USB Audio Interface, Battery Powered", "asin": "B08HKL3T1S", "price": "$298.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "5V AC/DC Adapter Compatible with Behringer Flow 8 FLOW8 8-Input Digital Mixer Bluetooth USB Audio Interface DYS DYS122-050200-11627C DYS122-050200W-5 5VDC Power Supply Cord Cable Charger PSU", "asin": "B0C85PWSKJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MobileMix 8-channel Mixer", "asin": "B0CNKXZFWG", "price": "$229.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XAir XR18 18-Channel 12-Bus Wireless Digital Mixer for iPad/Android Tablet", "asin": "B01JMYNDN0", "price": "$507.30", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mixer Case Compatible With Behringer Flow 8 and Xenyx 802s, 502s, 1002sfx, 1202sfx and Audio Accessories with Two Customizable Foam Trays, Fits DJ Mixers up to 13.5\" x 10.5\" x 2.2\"", "asin": "B0CXC9F466", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Mix8 8-Channel Compact Mixer", "asin": "B00ND1KGEI", "price": "$98.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Xenyx 802S 8-channel Analog Streaming Mixer", "asin": "B0C2BTT3DX", "price": "$89.00", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT", "asin": "B0719BC5FS", "price": "$110.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "AG8 Professional audio mixer 8 Channel with MP3 Player Source USB recording,With grouping and 2 AUX interfaces, 99DSP EFFECTfor Professional and Beginners", "asin": "B0D5DBK9SY", "price": "$179.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer", "asin": "B0DNSPQRQY", "price": "$209.00", "delivery": "FREE delivery Apr 22 - 25 for Prime members"},
{"title": "ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "X-TOUCH Universal Control Surface with 9 Touch-Sensitive Motor Faders, LCD Scribble Strips and Ethernet/USB/MIDI Interface", "asin": "B015HBZTTI", "price": "$419.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 18 left in stock - order soon."},
{"title": "P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer", "asin": "B0DNSPQRQY", "price": "$209.00", "delivery": "FREE delivery Apr 22 - 25 for Prime members"},
{"title": "Xenyx X1204USB Mixer with USB and Effects", "asin": "B0039PPW60", "price": "$239.00", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "8 Channel Audio Mixer DJ Mixer Sound Board Console 16 Dsp USB Audio Interface MP3 Input +48V Phantom Bluetooth Studio Mixer Audio For Karaoke Streaming Recording", "asin": "B0C49JDSRX", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "LiveTrak L-8 Portable 8-Channel Digital Mixer and Multitrack Recorder", "asin": "B07YYQ93BT", "price": "$399.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Xenyx 1204USB Mixer with USB", "asin": "B00871VO5Y", "price": "$189.00", "delivery": "FREE delivery Wed, Apr 16 Only 13 left in stock - order soon."},
{"title": "P2 Ultra-Compact Personal In-Ear Monitor Amplifier", "asin": "B0784TMYPN", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PMP500MP3 8-channel 500W Powered Mixer", "asin": "B071F31S8V", "price": "$249.00", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon."},
{"title": "ADA8200 Microphone Preamp", "asin": "B00E87OLFQ", "price": "$179.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Powerplay P16-M 16-Channel Digital Personal Mixer", "asin": "B005EHINSK", "price": "$210.70", "delivery": "FREE delivery Wed, Apr 16 Only 1 left in stock - order soon."},
{"title": "X Air XR18 Tablet-Controlled Digital Mixer", "asin": "B00UD3IWB8", "price": "$507.30", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "X Air XR16 Tablet-Controlled Digital Mixer", "asin": "B010BZ2G00", "price": "$429.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 14 left in stock - order soon."},
{"title": "Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage", "asin": "B09HBW2M48", "price": "$54.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pro-800 8-Voice Polyphonic Analog Synthesizer", "asin": "B0C3XYFNSL", "price": "$379.00", "delivery": "FREE delivery Apr 24 - 25"},
{"title": "5.8Ghz Wireless XLR Microphone Transmitter Receiver Plug-on Mic Adapter 4 Channels Wireless Microphone System for Dynamic Microphones PA System and Audio Mixer DSLR Camera (MW-1)", "asin": "B098SBZK2K", "price": "$98.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "FLOW 8 8-input Digital Mixer with Bluetooth", "asin": "B091B1SY35"},
{"title": "SD8 I/O Stage Box with 8 Remote-Controllable Midas Preamps, 8 Outputs, AES50 Networking and ULTRANET Personal Monitoring Hub", "asin": "B013JLZCKE"},
{"title": "7 Channel DJ Audio Mixer Interface USB, NEW BAXS Audio Mixer Sound Board Mixing Console with Bluetooth MP3 Computer Input +48V Phantom Power Mixer Audio For Karaoke Dj Mixer Stage Streaming Studio", "asin": "B0D2XV89J3", "price": "$69.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Xenyx QX1204USB Mixer with USB and Effects", "asin": "B00CTKI5WO"},
{"title": "LTGEM Hard Mixer Case for Mackie Mix8 / Mackie ProFX6v3 / Behringer FLOW 8 Compact Mixer, Travel Protective Carrying Storage Bag", "asin": "B0D53TYQ3S", "price": "$40.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "HA8000 V2 8-Ch Headphone Mixing Distribution Amplifier", "asin": "B06WRRB59R", "price": "$189.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "8 Channel Audio Mixer Sound Board Mixer 16 DSP Effect Audio Interfacer w/USB Drive for Computer Recording, 48V Power, XLR Microphone Jack DJ Mixer for Karaoke Studio Streaming Recording", "asin": "B0D4YS6GFG", "price": "$129.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "11 Rhythm Designer RD-8 (000-EH902-00010)", "asin": "B099D9LGVY"},
{"title": "ZEDi-8 - Compact Hybrid Audio Mixer/USB Interface (AH-ZEDi-8)", "asin": "B01A2YQ9BM", "price": "$244.00", "delivery": "FREE delivery Tue, Apr 15 Only 1 left in stock - order soon."},
{"title": "ZMX8210 V2 Rackmount Zone Mixer", "asin": "B07QQ6J118", "price": "$139.00", "delivery": "FREE delivery for Prime members Temporarily out of stock."},
{"title": "Professional DJ Audio Mixer - 8 Channel DJ Bluetooth Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 8 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack", "asin": "B0D2DB8HTJ", "price": "$89.09", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)", "asin": "B0D8XXHDCX", "price": "$89.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members"},
{"title": "U-Control UCA222 USB Audio Interface", "asin": "B0023BYDHK", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \u00bc\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT", "asin": "B08LZRWN6Q", "price": "$106.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "RD-9 Analog Drum Machine", "asin": "B09NF1GFFQ", "price": "$339.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Eurolive B108D 300W 8 Inches Powered Speaker", "asin": "B00QLWZNV2", "price": "$209.00", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "Ultra-DI Pro DI800v2 8-Channel Active Instrument Direct Box", "asin": "B07KDRGJR3", "price": "$139.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16"},
{"title": "U-Phoria UMC404HD USB Audio Interface", "asin": "B00TTX73YA", "price": "$139.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16"},
{"title": "ProFX6v3+ 6-channel Mixer with Effects and USB", "asin": "B0CP69LX85", "price": "$249.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle", "asin": "B07Z4W6YH6", "price": "$199.95", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "EUROLIVE B1200D-PRO High-Performance Active 500 Watt 12\" PA Subwoofer with Built-In Stereo Crossover", "asin": "B00E87OMNC", "price": "$369.00", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 13 left in stock - order soon."},
{"title": "Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "X32 Digital Mixer", "asin": "B008R7F382", "price": "$2,249.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Two-channel-300W at 4\u2126 Power Amplifier, Black, 300-Watts (XLi800)", "asin": "B00AR0A3V4", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle With Tascam Closed-Back Pro Headphones & Deco Gear Hard Case (3 Items)", "asin": "B082T5WSBM", "price": "$199.95", "delivery": "FREE delivery Fri, Apr 18"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:26:27.019Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:26:27.019Z\",\"action\": \"click_product\",\"acion_argument\": \"B08NDBQM5W\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:26:27.019Z\",\"action\": \"click_product\",\"acion_argument\": \"B08NDBQM5W\",}</answer>",
"index": 1148,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"behringer flow 8\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pyle Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \\u00bc\\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT\", \"asin\": \"B08LZRWN6Q\", \"price\": \"$106.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer ADA8200 Microphone Preamp\", \"asin\": \"B00E87OLFQ\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System- Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP Processor- PMXU43BT.5\", \"asin\": \"B07Y8L4CK8\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"PYLE 12-Channel Bluetooth Studio Audio Mixer - DJ Sound Controller Interface with USB Drive for PC Recording Input, RCA, XLR Microphone Jack, 48V Power, For Professional and Beginners - PMXU128BT\", \"asin\": \"B07CGM9KJN\", \"price\": \"$197.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"FLOW 8 8-Input Digital Mixer with Bluetooth Audio and App Control, 60 mm Channel Faders, 2 FX Processors and USB/Audio Interface\", \"asin\": \"B08NDBQM5W\", \"price\": \"$259.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hard Storage Travel Case, Fit for Behringer FLOW 8 / Xenyx 802 Premium 8-Input Digital Mixer\", \"asin\": \"B07WTRZTWK\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Super Strong Polycarbonate Custom Fit Cover Compatible with Behringer Flow 8, Dust Cover for Travel and Everyday Protection\", \"asin\": \"B0CYCLQPCY\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"PodTrak P8 Podcast Recorder, 6 Microphone Inputs, 6 Headphone Outputs, Phone Input, Sound Pads, Onboard Editing, Record to SD Card, USB Audio Interface, Battery Powered\", \"asin\": \"B08HKL3T1S\", \"price\": \"$298.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"5V AC/DC Adapter Compatible with Behringer Flow 8 FLOW8 8-Input Digital Mixer Bluetooth USB Audio Interface DYS DYS122-050200-11627C DYS122-050200W-5 5VDC Power Supply Cord Cable Charger PSU\", \"asin\": \"B0C85PWSKJ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MobileMix 8-channel Mixer\", \"asin\": \"B0CNKXZFWG\", \"price\": \"$229.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XAir XR18 18-Channel 12-Bus Wireless Digital Mixer for iPad/Android Tablet\", \"asin\": \"B01JMYNDN0\", \"price\": \"$507.30\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mixer Case Compatible With Behringer Flow 8 and Xenyx 802s, 502s, 1002sfx, 1202sfx and Audio Accessories with Two Customizable Foam Trays, Fits DJ Mixers up to 13.5\\\" x 10.5\\\" x 2.2\\\"\", \"asin\": \"B0CXC9F466\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mix8 8-Channel Compact Mixer\", \"asin\": \"B00ND1KGEI\", \"price\": \"$98.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"B0C2BTT3DX\", \"price\": \"$89.00\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Professional Audio Mixer Sound Board Console Desk System- Interface 8 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio FX 16Bit DSP Processor, Black - PMXU83BT\", \"asin\": \"B0719BC5FS\", \"price\": \"$110.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"AG8 Professional audio mixer 8 Channel with MP3 Player Source USB recording,With grouping and 2 AUX interfaces, 99DSP EFFECTfor Professional and Beginners\", \"asin\": \"B0D5DBK9SY\", \"price\": \"$179.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer\", \"asin\": \"B0DNSPQRQY\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 22 - 25 for Prime members\"},\n{\"title\": \"ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"X-TOUCH Universal Control Surface with 9 Touch-Sensitive Motor Faders, LCD Scribble Strips and Ethernet/USB/MIDI Interface\", \"asin\": \"B015HBZTTI\", \"price\": \"$419.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 18 left in stock - order soon.\"},\n{\"title\": \"P16-HQ POWERPLAY 16-Channel Personal Monitoring Mixer\", \"asin\": \"B0DNSPQRQY\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 22 - 25 for Prime members\"},\n{\"title\": \"Xenyx X1204USB Mixer with USB and Effects\", \"asin\": \"B0039PPW60\", \"price\": \"$239.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"8 Channel Audio Mixer DJ Mixer Sound Board Console 16 Dsp USB Audio Interface MP3 Input +48V Phantom Bluetooth Studio Mixer Audio For Karaoke Streaming Recording\", \"asin\": \"B0C49JDSRX\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"LiveTrak L-8 Portable 8-Channel Digital Mixer and Multitrack Recorder\", \"asin\": \"B07YYQ93BT\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx 1204USB Mixer with USB\", \"asin\": \"B00871VO5Y\", \"price\": \"$189.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"P2 Ultra-Compact Personal In-Ear Monitor Amplifier\", \"asin\": \"B0784TMYPN\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PMP500MP3 8-channel 500W Powered Mixer\", \"asin\": \"B071F31S8V\", \"price\": \"$249.00\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"ADA8200 Microphone Preamp\", \"asin\": \"B00E87OLFQ\", \"price\": \"$179.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Powerplay P16-M 16-Channel Digital Personal Mixer\", \"asin\": \"B005EHINSK\", \"price\": \"$210.70\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 1 left in stock - order soon.\"},\n{\"title\": \"X Air XR18 Tablet-Controlled Digital Mixer\", \"asin\": \"B00UD3IWB8\", \"price\": \"$507.30\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"X Air XR16 Tablet-Controlled Digital Mixer\", \"asin\": \"B010BZ2G00\", \"price\": \"$429.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 14 left in stock - order soon.\"},\n{\"title\": \"Mini audio DJ mixer Sound Board Console System,5 Channel 48V Phantom Power with Bluetooth USB MP3 Stereo live DJ Studio Streaming for professional recording party KTV stage\", \"asin\": \"B09HBW2M48\", \"price\": \"$54.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Pro-800 8-Voice Polyphonic Analog Synthesizer\", \"asin\": \"B0C3XYFNSL\", \"price\": \"$379.00\", \"delivery\": \"FREE delivery Apr 24 - 25\"},\n{\"title\": \"5.8Ghz Wireless XLR Microphone Transmitter Receiver Plug-on Mic Adapter 4 Channels Wireless Microphone System for Dynamic Microphones PA System and Audio Mixer DSLR Camera (MW-1)\", \"asin\": \"B098SBZK2K\", \"price\": \"$98.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"FLOW 8 8-input Digital Mixer with Bluetooth\", \"asin\": \"B091B1SY35\"},\n{\"title\": \"SD8 I/O Stage Box with 8 Remote-Controllable Midas Preamps, 8 Outputs, AES50 Networking and ULTRANET Personal Monitoring Hub\", \"asin\": \"B013JLZCKE\"},\n{\"title\": \"7 Channel DJ Audio Mixer Interface USB, NEW BAXS Audio Mixer Sound Board Mixing Console with Bluetooth MP3 Computer Input +48V Phantom Power Mixer Audio For Karaoke Dj Mixer Stage Streaming Studio\", \"asin\": \"B0D2XV89J3\", \"price\": \"$69.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"B00CTKI5WO\"},\n{\"title\": \"LTGEM Hard Mixer Case for Mackie Mix8 / Mackie ProFX6v3 / Behringer FLOW 8 Compact Mixer, Travel Protective Carrying Storage Bag\", \"asin\": \"B0D53TYQ3S\", \"price\": \"$40.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"HA8000 V2 8-Ch Headphone Mixing Distribution Amplifier\", \"asin\": \"B06WRRB59R\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"8 Channel Audio Mixer Sound Board Mixer 16 DSP Effect Audio Interfacer w/USB Drive for Computer Recording, 48V Power, XLR Microphone Jack DJ Mixer for Karaoke Studio Streaming Recording\", \"asin\": \"B0D4YS6GFG\", \"price\": \"$129.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"11 Rhythm Designer RD-8 (000-EH902-00010)\", \"asin\": \"B099D9LGVY\"},\n{\"title\": \"ZEDi-8 - Compact Hybrid Audio Mixer/USB Interface (AH-ZEDi-8)\", \"asin\": \"B01A2YQ9BM\", \"price\": \"$244.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"ZMX8210 V2 Rackmount Zone Mixer\", \"asin\": \"B07QQ6J118\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery for Prime members Temporarily out of stock.\"},\n{\"title\": \"Professional DJ Audio Mixer - 8 Channel DJ Bluetooth Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 8 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack\", \"asin\": \"B0D2DB8HTJ\", \"price\": \"$89.09\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"8 Channel Professional audio mixer,Audio Mixer,DJ Mixers with 48V Phantom Power,USB recording,3-Band EQ Output,with MP3 Player+Bluetooth U disk for Streaming Karaoke Party Recording(CT80S)\", \"asin\": \"B0D8XXHDCX\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members\"},\n{\"title\": \"U-Control UCA222 USB Audio Interface\", \"asin\": \"B0023BYDHK\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless DJ Audio Mixer - 8-Channel Bluetooth Compatible DJ Controller Sound Mixer w/USB Port, 6 Mic/Line Input, \\u00bc\\u201d Mono/Stereo Input, Headphone Jack, +48V Phantom Power - PMX848BT\", \"asin\": \"B08LZRWN6Q\", \"price\": \"$106.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RD-9 Analog Drum Machine\", \"asin\": \"B09NF1GFFQ\", \"price\": \"$339.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Eurolive B108D 300W 8 Inches Powered Speaker\", \"asin\": \"B00QLWZNV2\", \"price\": \"$209.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Ultra-DI Pro DI800v2 8-Channel Active Instrument Direct Box\", \"asin\": \"B07KDRGJR3\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"U-Phoria UMC404HD USB Audio Interface\", \"asin\": \"B00TTX73YA\", \"price\": \"$139.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"ProFX6v3+ 6-channel Mixer with Effects and USB\", \"asin\": \"B0CP69LX85\", \"price\": \"$249.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle with Tascam Closed-Back Professional Headphones Black TH-02-B and Deluxe Accessory Bundle\", \"asin\": \"B07Z4W6YH6\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"EUROLIVE B1200D-PRO High-Performance Active 500 Watt 12\\\" PA Subwoofer with Built-In Stereo Crossover\", \"asin\": \"B00E87OMNC\", \"price\": \"$369.00\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 13 left in stock - order soon.\"},\n{\"title\": \"Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Two-channel-300W at 4\\u2126 Power Amplifier, Black, 300-Watts (XLi800)\", \"asin\": \"B00AR0A3V4\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PROFX10V3 10 Channel Professional Effects Mixer with USB Bundle With Tascam Closed-Back Pro Headphones & Deco Gear Hard Case (3 Items)\", \"asin\": \"B082T5WSBM\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Fri, Apr 18\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:26:27.019Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m\", \"asin\": \"B077L3PG45\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m\", \"asin\": \"B077L3PG45\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -1.6feet/50cm\", \"asin\": \"B07J5X2369\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\"}],\n\"search_results\": [{\"title\": \"RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVY3R53\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m\", \"asin\": \"B07C7PHD2V\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 1 - 29 for Prime members\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR Male to RCA Male Cable - 6 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series\", \"asin\": \"B001VLW398\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 19 - 20 for Prime members\"},\n{\"title\": \"2Pack XLR to RCA Adapter,3 Pin XLR Female to RCA Female Adapter Converter Gender Changer Audio Coupler Connector,XLR Audio Cable Connect Adapter for Mixer Recorder Amplifier\", \"asin\": \"B0C9BZN6KR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual XLR Female to Dual RCA Male, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable, 3.3 Feet\", \"asin\": \"B0D6JGFGMV\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RCA to XLR Cable, XLR Male to RCA Male Audio Adapter Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (8 inches)\", \"asin\": \"B092RZRZYL\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SiYear 10FT XLR Male to 2 x Phono RCA Plug Adapter Y Splitter Patch Cable, 1 XLR Male 3 Pin to Dual RCA Male Plug Stereo Audio Cable Connector(3 M)\", \"asin\": \"B07HQBFWN1\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Female RCA to XLR Male Plug Cable Adapter, XLR to RCA Converter Audio Connector for Microphone - 2 Pack\", \"asin\": \"B07YNMNNZC\", \"price\": \"$9.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR to RCA Cable - Female to Male, 16AWG, Stranded, Shielded, Gold Plated, 3 Feet, Black - Premier Series\", \"asin\": \"B001UNIT9A\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tiierzon Dual XLR to RCA Cable 5Ft,Heavy Duty Dual XLR Female to Dual RCA HiFi Stereo Audio Connection Microphone Interconnect Cable (5Ft)\", \"asin\": \"B0B12PN73C\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 6 ft / 1.8m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M46FCW4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino XLR to RCA Y-Cable, XLR Female to Dual RCA Adapter Y-Splitter Duplicator Lead Unbalanced Stereo Audio Interconnect Cable -1.6 feet/50cm\", \"asin\": \"B07J5X1YVM\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR Male to RCA Male Cable - 1.5 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series\", \"asin\": \"B001UJCS82\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVY3R53\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Amazon Basics 2 RCA Audio Cable for Amplifier,Active Speakers or Subwoofer with Gold-Plated Plugs, 4 Feet, Black\", \"asin\": \"B01D5H8P0G\", \"price\": \"$9.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:31:08.726Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:31:08.726Z
|
click_product
|
B07SHWYDVQ
|
rule
|
train
| 1,149 |
2025-04-12T21:31:08.726Z
|
click_product
|
B07SHWYDVQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "xlr to rca"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter", "asin": "B083QLBKHR", "price": "$12.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters", "asin": "B083P5W5J5", "price": "$22.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m", "asin": "B077L3PG45", "price": "$18.99", "quantity": ""},
{"title": "Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter", "asin": "B083QLBKHR", "price": "$12.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m", "asin": "B077L3PG45", "price": "$18.99", "quantity": ""},
{"title": "DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -1.6feet/50cm", "asin": "B07J5X2369", "price": "$12.99", "quantity": ""}],
"ads": [{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX"},
{"title": "Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter", "asin": "B083QLBKHR"}],
"search_results": [{"title": "RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet", "asin": "B07ZVY3R53", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m", "asin": "B07C7PHD2V", "price": "$22.99", "delivery": "FREE delivery May 1 - 29 for Prime members"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet", "asin": "B07SHWYDVQ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Monoprice XLR Male to RCA Male Cable - 6 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series", "asin": "B001VLW398", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter", "asin": "B083QLBKHR", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "delivery": "FREE delivery Apr 19 - 20 for Prime members"},
{"title": "2Pack XLR to RCA Adapter,3 Pin XLR Female to RCA Female Adapter Converter Gender Changer Audio Coupler Connector,XLR Audio Cable Connect Adapter for Mixer Recorder Amplifier", "asin": "B0C9BZN6KR", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual XLR Female to Dual RCA Male, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable, 3.3 Feet", "asin": "B0D6JGFGMV", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "RCA to XLR Cable, XLR Male to RCA Male Audio Adapter Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (8 inches)", "asin": "B092RZRZYL", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SiYear 10FT XLR Male to 2 x Phono RCA Plug Adapter Y Splitter Patch Cable, 1 XLR Male 3 Pin to Dual RCA Male Plug Stereo Audio Cable Connector(3 M)", "asin": "B07HQBFWN1", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Female RCA to XLR Male Plug Cable Adapter, XLR to RCA Converter Audio Connector for Microphone - 2 Pack", "asin": "B07YNMNNZC", "price": "$9.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Monoprice XLR to RCA Cable - Female to Male, 16AWG, Stranded, Shielded, Gold Plated, 3 Feet, Black - Premier Series", "asin": "B001UNIT9A", "price": "$6.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Tiierzon Dual XLR to RCA Cable 5Ft,Heavy Duty Dual XLR Female to Dual RCA HiFi Stereo Audio Connection Microphone Interconnect Cable (5Ft)", "asin": "B0B12PN73C", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter", "asin": "B083QLBKHR", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 6 ft / 1.8m (XLR to Dual RCA Splitter Adapter) in Black", "asin": "B08M46FCW4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tisino XLR to RCA Y-Cable, XLR Female to Dual RCA Adapter Y-Splitter Duplicator Lead Unbalanced Stereo Audio Interconnect Cable -1.6 feet/50cm", "asin": "B07J5X1YVM", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Monoprice XLR Male to RCA Male Cable - 1.5 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series", "asin": "B001UJCS82", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet", "asin": "B07ZVY3R53", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Amazon Basics 2 RCA Audio Cable for Amplifier,Active Speakers or Subwoofer with Gold-Plated Plugs, 4 Feet, Black", "asin": "B01D5H8P0G", "price": "$9.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:31:08.726Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:31:08.726Z\",\"action\": \"click_product\",\"acion_argument\": \"B07SHWYDVQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:31:08.726Z\",\"action\": \"click_product\",\"acion_argument\": \"B07SHWYDVQ\",}</answer>",
"index": 1149,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m\", \"asin\": \"B077L3PG45\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RCA Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord - 5 Feet / 1.5m\", \"asin\": \"B077L3PG45\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -1.6feet/50cm\", \"asin\": \"B07J5X2369\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\"}],\n\"search_results\": [{\"title\": \"RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVY3R53\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m\", \"asin\": \"B07C7PHD2V\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery May 1 - 29 for Prime members\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR Male to RCA Male Cable - 6 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series\", \"asin\": \"B001VLW398\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 19 - 20 for Prime members\"},\n{\"title\": \"2Pack XLR to RCA Adapter,3 Pin XLR Female to RCA Female Adapter Converter Gender Changer Audio Coupler Connector,XLR Audio Cable Connect Adapter for Mixer Recorder Amplifier\", \"asin\": \"B0C9BZN6KR\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual XLR Female to Dual RCA Male, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable, 3.3 Feet\", \"asin\": \"B0D6JGFGMV\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RCA to XLR Cable, XLR Male to RCA Male Audio Adapter Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (8 inches)\", \"asin\": \"B092RZRZYL\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SiYear 10FT XLR Male to 2 x Phono RCA Plug Adapter Y Splitter Patch Cable, 1 XLR Male 3 Pin to Dual RCA Male Plug Stereo Audio Cable Connector(3 M)\", \"asin\": \"B07HQBFWN1\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Female RCA to XLR Male Plug Cable Adapter, XLR to RCA Converter Audio Connector for Microphone - 2 Pack\", \"asin\": \"B07YNMNNZC\", \"price\": \"$9.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR to RCA Cable - Female to Male, 16AWG, Stranded, Shielded, Gold Plated, 3 Feet, Black - Premier Series\", \"asin\": \"B001UNIT9A\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Tiierzon Dual XLR to RCA Cable 5Ft,Heavy Duty Dual XLR Female to Dual RCA HiFi Stereo Audio Connection Microphone Interconnect Cable (5Ft)\", \"asin\": \"B0B12PN73C\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino Female XLR to Dual RCA Y Splitter Patch Cable,Unbalanced XLR Female to 2 RCA/Phono Plug Stereo Audio Interconnect Duplicator Lead - 3.3 Feet/1 Meter\", \"asin\": \"B083QLBKHR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 6 ft / 1.8m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M46FCW4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino XLR to RCA Y-Cable, XLR Female to Dual RCA Adapter Y-Splitter Duplicator Lead Unbalanced Stereo Audio Interconnect Cable -1.6 feet/50cm\", \"asin\": \"B07J5X1YVM\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Monoprice XLR Male to RCA Male Cable - 1.5 Feet - Black, 16AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, E21 Gold Plated Connectors - Premier Series\", \"asin\": \"B001UJCS82\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"RCA to XLR Cable, Dual RCA Male to Dual XLR Male Cable, 2 RCA Male to 2 XLR Male HiFi Audio Cable, 4N OFC Wire, for Amplifier Mixer Microphone, 3.3 Feet\", \"asin\": \"B07ZVY3R53\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Amazon Basics 2 RCA Audio Cable for Amplifier,Active Speakers or Subwoofer with Gold-Plated Plugs, 4 Feet, Black\", \"asin\": \"B01D5H8P0G\", \"price\": \"$9.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:31:08.726Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07SHWYDVQ\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"10 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M48JB82\", \"price\": \"$12.49\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone\", \"asin\": \"B0BLHCJ4LD\", \"price\": \"$27.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:31:35.303Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:31:35.303Z
|
click
|
quantity
|
rule
|
train
| 1,150 |
2025-04-12T21:31:35.303Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "xlr to rca"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07SHWYDVQ"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet"},
{"price": "$13.99"},
{"bullet_list": "Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "10 ft"}],
"promotion_items": [{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters", "asin": "B083P5W5J5", "price": "$22.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet", "asin": "B07RCJX6R4", "price": "$9.99", "quantity": ""},
{"title": "Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT", "asin": "B0DHK4JYP7", "price": "$16.99", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...", "asin": "B09QL3PCX2", "price": "$11.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT", "asin": "B0DHK4JYP7", "price": "$16.99", "quantity": ""},
{"title": "Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet", "asin": "B07RCJX6R4", "price": "$9.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...", "asin": "B09QL3PCX2", "price": "$11.99", "quantity": ""},
{"title": "GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet", "asin": "B09TN5VD7X", "price": "$16.48", "quantity": ""},
{"title": "Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...", "asin": "B08ZN1JS21", "price": "$17.98", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...", "asin": "B09QL3P2FP", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""}],
"comparison_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet", "asin": "B07SHWYDVQ", "price": "$13.99"},
{"title": "Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot", "asin": "B004NCW2X4", "price": "$13.95"},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet", "asin": "B083R4FMK3", "price": "$18.99"},
{"title": "Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black", "asin": "B08M48JB82", "price": "$12.49"},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49"},
{"title": "JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone", "asin": "B0BLHCJ4LD", "price": "$27.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:31:35.303Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:31:35.303Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:31:35.303Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 1150,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07SHWYDVQ\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"10 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M48JB82\", \"price\": \"$12.49\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone\", \"asin\": \"B0BLHCJ4LD\", \"price\": \"$27.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:31:35.303Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00015H0X4\"},\n{\"title\": \"Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)\"},\n{\"price\": \"$119.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58-CN delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT'S IN THE BOX - SM58 Microphone, 25' XLR Cable, A25D Mic Clip, Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"With Cable\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Professional Vocal Microphone for Singing, Dynamic Handheld Wired Karaoke Mic, Cardioid Studio Microfono with 4.5M XLR to 1/4\\\" Cable, for Speakers/Mixer Machine/Amp/Speech/Karaoke and Outdoors\", \"asin\": \"B0CFKZ72N7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 10 Gbps Micro B to USB C Hard Drive Cables, 1.5FT USB C to Micro B, External Hard Drive Cable Compatible with MacBook Pro/Air, iPad/Tablet, iPhone, Samsung Galaxy S24, WD Seagate etc\", \"asin\": \"B0BG1RF2CV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Karaoke Machine for Adults, TONOR PA System Portable Bluetooth Singing Speaker with Dual Wireless Microphones Microfono, Disco Ball for Home Karaoke, Party, Class and Church K20\", \"asin\": \"B083LPYPS9\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones\", \"asin\": \"B0CGFZZ9M5\", \"price\": \"$519.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\\\" Receiver, Plu...\", \"asin\": \"B0DY6JGKV2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)\", \"asin\": \"B00015H0X4\", \"price\": \"$119.00\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Amazon Basics Microphone for Singing, Speaking, Wired, Dynamic, XLR, Cardioid, Black/Silver\", \"asin\": \"B07L6C5VRW\", \"price\": \"$34.19\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:24.747Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:32:24.747Z
|
click
|
cart_side_bar
|
rule
|
train
| 1,151 |
2025-04-12T21:32:24.747Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "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": "shure sm58"}],
"cart_items": [{"title": "YAMAHA MG10XU 10-Input Stereo Mixer with Effects", "asin": "B00IBIVL42", "price": "$267.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00015H0X4"},
{"title": "Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)"},
{"price": "$119.00"},
{"bullet_list": "EXEPTIONAL VOCAL PERFORMANCE - The SM58-CN delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT'S IN THE BOX - SM58 Microphone, 25' XLR Cable, A25D Mic Clip, Storage Bag."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "With Cable"}],
"promotion_items": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "quantity": ""},
{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\uff09", "asin": "B089GN5CFK", "price": "$11.99", "quantity": ""},
{"title": "Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "quantity": ""},
{"title": "TONOR Professional Vocal Microphone for Singing, Dynamic Handheld Wired Karaoke Mic, Cardioid Studio Microfono with 4.5M XLR to 1/4\" Cable, for Speakers/Mixer Machine/Amp/Speech/Karaoke and Outdoors", "asin": "B0CFKZ72N7", "price": "$34.99", "quantity": ""},
{"title": "MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)", "asin": "B0DQ5CWB2X", "price": "$84.99", "quantity": ""},
{"title": "MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100", "asin": "B0BC3XB26X", "price": "$36.79", "quantity": ""},
{"title": "FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09Q12347S", "price": "$8.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium", "asin": "B01L3LL95O", "price": "$16.59", "quantity": ""},
{"title": "UGREEN 10 Gbps Micro B to USB C Hard Drive Cables, 1.5FT USB C to Micro B, External Hard Drive Cable Compatible with MacBook Pro/Air, iPad/Tablet, iPhone, Samsung Galaxy S24, WD Seagate etc", "asin": "B0BG1RF2CV", "price": "$6.99", "quantity": ""},
{"title": "Wireless Karaoke Machine for Adults, TONOR PA System Portable Bluetooth Singing Speaker with Dual Wireless Microphones Microfono, Disco Ball for Home Karaoke, Party, Class and Church K20", "asin": "B083LPYPS9", "price": "$209.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones", "asin": "B0CGFZZ9M5", "price": "$519.00", "quantity": ""},
{"title": "MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black", "asin": "B0CN493YHF", "price": "$71.99", "quantity": ""},
{"title": "Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\" Receiver, Plu...", "asin": "B0DY6JGKV2", "price": "$39.99", "quantity": ""},
{"title": "Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable", "asin": "B07HFC2NWR", "price": "$214.95", "quantity": ""},
{"title": "SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\uff09", "asin": "B089GN5CFK", "price": "$11.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""}],
"comparison_items": [{"title": "Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)", "asin": "B00015H0X4", "price": "$119.00"},
{"title": "Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)", "asin": "B00TTQM94Q", "price": "$65.00"},
{"title": "Amazon Basics Microphone for Singing, Speaking, Wired, Dynamic, XLR, Cardioid, Black/Silver", "asin": "B07L6C5VRW", "price": "$34.19"},
{"title": "Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable", "asin": "B00GI2L1RK", "price": "$159.95"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00"},
{"title": "Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)", "asin": "B0000AQRST", "price": "$99.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:32:24.747Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:32:24.747Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:32:24.747Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 1151,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure sm58\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG10XU 10-Input Stereo Mixer with Effects\", \"asin\": \"B00IBIVL42\", \"price\": \"$267.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00015H0X4\"},\n{\"title\": \"Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)\"},\n{\"price\": \"$119.00\"},\n{\"bullet_list\": \"EXEPTIONAL VOCAL PERFORMANCE - The SM58-CN delivers high-quality vocal reproduction, thanks to its tailored frequency response and brightened midrange for clear and present vocals. INDUSTRY STANDARD - The first choice for performers around the globe, the SM58 Dynamic Vocal Microphone is ready to bring any performance to life. From the club to the stadium, Shure has your back. CLARITY & CARE - The uniform cardioid polar pattern reproduces every note as it was intended, delivering warm, crisp sound time after time. LEAVE BACKGROUND NOISE BEHIND - The SM58 has a spherical mesh grille and built-in pop filter to keep any unwanted noise out of the mix. DROP THE MIC - The durable construction and break-resistant stand adapter makes the SM58 the perfect companion on the road, going strong through the toughest performances. VERSATILE - The SM58 can hold its own live onstage as well as in the studio, isolating between vocals and instruments. WHAT'S IN THE BOX - SM58 Microphone, 25' XLR Cable, A25D Mic Clip, Storage Bag.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"With Cable\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Beyerdynamic TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Professional Vocal Microphone for Singing, Dynamic Handheld Wired Karaoke Mic, Cardioid Studio Microfono with 4.5M XLR to 1/4\\\" Cable, for Speakers/Mixer Machine/Amp/Speech/Karaoke and Outdoors\", \"asin\": \"B0CFKZ72N7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO Dynamic Microphone-XLR USB Podcast Recording Mic: for Vocal Recording, Content Creation, Home Studio, Voiceover, with 192kHz/24bit, Noise Reduction, Mic Gain, Monitoring, Mute (PD300X)\", \"asin\": \"B0DQ5CWB2X\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR Podcast Microphone, Cardioid Studio Dynamic Mic for Vocal Recording, Streaming, Voice-Over, Voice Isolation Technology, Metal Mic, Works for Audio Interface, Mixer, Sound Card-PD100\", \"asin\": \"B0BC3XB26X\", \"price\": \"$36.79\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 10 Gbps Micro B to USB C Hard Drive Cables, 1.5FT USB C to Micro B, External Hard Drive Cable Compatible with MacBook Pro/Air, iPad/Tablet, iPhone, Samsung Galaxy S24, WD Seagate etc\", \"asin\": \"B0BG1RF2CV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Karaoke Machine for Adults, TONOR PA System Portable Bluetooth Singing Speaker with Dual Wireless Microphones Microfono, Disco Ball for Home Karaoke, Party, Class and Church K20\", \"asin\": \"B083LPYPS9\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Austrian Audio OC16 Large-Diaphragm Cardioid Condenser Microphone Bundle Hi-X15 Professional Closed-Back Over-Ear Headphones\", \"asin\": \"B0CGFZZ9M5\", \"price\": \"$519.00\", \"quantity\": \"\"},\n{\"title\": \"MAONO XLR/USB Dynamic Microphone Kit, RGB Podcast Mic with Software, Mute, Gain Knob, Volume Control, Boom Arm for Streaming, Gaming, Voice-Over, Recording-PD200XS Black\", \"asin\": \"B0CN493YHF\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphone, Two Metal UHF Microphones with 1/4\\\" Receiver, Plu...\", \"asin\": \"B0DY6JGKV2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser e945 Supercardioid Dynamic Handheld Vocal Microphone with Tripod Microphone Stand & 20' XLR Cable\", \"asin\": \"B07HFC2NWR\", \"price\": \"$214.95\", \"quantity\": \"\"},\n{\"title\": \"SM58 Pop Filter Compatible with Shure SM58 Microphone, SM58S SM58-LC Ball Type Mic to Reduce Wind Noises, Windscreen Microphone Cover by YOUSHARES (2 Pack\\uff09\", \"asin\": \"B089GN5CFK\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Shure SM58 Pro Dynamic Microphone with 25-Foot XLR Cable - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-CN)\", \"asin\": \"B00015H0X4\", \"price\": \"$119.00\"},\n{\"title\": \"Shure PGA58 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, Stand Adapter and Zipper Pouch (PGA58-XLR)\", \"asin\": \"B00TTQM94Q\", \"price\": \"$65.00\"},\n{\"title\": \"Amazon Basics Microphone for Singing, Speaking, Wired, Dynamic, XLR, Cardioid, Black/Silver\", \"asin\": \"B07L6C5VRW\", \"price\": \"$34.19\"},\n{\"title\": \"Shure SM58-S Microphone Bundle with on/off Switch, clip and pouch, MIC Boom Stand and XLR Cable\", \"asin\": \"B00GI2L1RK\", \"price\": \"$159.95\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"},\n{\"title\": \"Shure SM57 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Instruments, Recording for Drums, Percussion, & Instrument Amplifier Miking (SM57-LC)\", \"asin\": \"B0000AQRST\", \"price\": \"$99.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:24.747Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 1/4\\u2019\\u2019 TRS Cable, 50 Feet 1/4 Inch to 1/4 Inch 6.35mm Balanced Stereo Audio Cable for Studio Monitors,Mixer,Yamaha Speaker/Receiver,Black\", \"asin\": \"B01JY2D5FG\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 Color Cable, XLR Speaker Cable for Microphone, Mixer, Recording Studio- 6 Feet, 10 Pack\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcraft Ui12 Remote-Controlled 12-Input Digital Mixer\", \"asin\": \"B00UBJ6ZM2\", \"price\": \"$419.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:29.281Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:32:29.281Z
|
click
|
product_option
|
rule
|
train
| 1,152 |
2025-04-12T21:32:29.281Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "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": ""}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...", "asin": "B0BDKJH3CL", "price": "$103.99", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station", "asin": "B0D2VYXM6J", "price": "$35.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "CableCreation 1/4\u2019\u2019 TRS Cable, 50 Feet 1/4 Inch to 1/4 Inch 6.35mm Balanced Stereo Audio Cable for Studio Monitors,Mixer,Yamaha Speaker/Receiver,Black", "asin": "B01JY2D5FG", "price": "$25.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "AuxLink XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 Color Cable, XLR Speaker Cable for Microphone, Mixer, Recording Studio- 6 Feet, 10 Pack", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Soundcraft Ui12 Remote-Controlled 12-Input Digital Mixer", "asin": "B00UBJ6ZM2", "price": "$419.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:32:29.281Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:32:29.281Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:32:29.281Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1152,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 ...\", \"asin\": \"B0BDKJH3CL\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables 2ft 10 Pack - 3 Pins Balanced XLR Microphone Cable Male to Female Suitable for Audio Mixer, Speaker Systems, Radio Station\", \"asin\": \"B0D2VYXM6J\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 1/4\\u2019\\u2019 TRS Cable, 50 Feet 1/4 Inch to 1/4 Inch 6.35mm Balanced Stereo Audio Cable for Studio Monitors,Mixer,Yamaha Speaker/Receiver,Black\", \"asin\": \"B01JY2D5FG\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"AuxLink XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 Color Cable, XLR Speaker Cable for Microphone, Mixer, Recording Studio- 6 Feet, 10 Pack\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcraft Ui12 Remote-Controlled 12-Input Digital Mixer\", \"asin\": \"B00UBJ6ZM2\", \"price\": \"$419.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microphones, Mixers, Speakers\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:29.281Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y5JYYKP\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...\", \"asin\": \"B0DFMVWB9L\", \"price\": \"$97.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet\", \"asin\": \"B0CKQH7D3Q\", \"price\": \"$4.49\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:40.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:32:40.468Z
|
click
|
product_option
|
rule
|
train
| 1,153 |
2025-04-12T21:32:40.468Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "10-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...", "asin": "B0CQCLVR6W", "price": "$75.99", "quantity": ""},
{"title": "Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y5JYYKP", "price": "$224.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...", "asin": "B08FB31NH5", "price": "$35.69", "quantity": ""},
{"title": "Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...", "asin": "B0DFMVWB9L", "price": "$97.49", "quantity": ""},
{"title": "J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet", "asin": "B0CKQH7D3Q", "price": "$4.49", "quantity": ""},
{"title": "Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)", "asin": "B0D6YY9LJ8", "price": "$207.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:32:40.468Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:32:40.468Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:32:40.468Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1153,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"10-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y5JYYKP\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...\", \"asin\": \"B0DFMVWB9L\", \"price\": \"$97.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet\", \"asin\": \"B0CKQH7D3Q\", \"price\": \"$4.49\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:32:40.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcraft Ui16 Remote-Controlled 16-Input Digital Mixer\", \"asin\": \"B00UBJNNYA\", \"price\": \"$559.00\", \"quantity\": \"\"},\n{\"title\": \"BIFALE 1/4'' TRS to XLR Male Cable 10 FT 2Pack, Balanced Microphone Cable for Power Speaker, Mixer, Amplifier and More\", \"asin\": \"B0CGRHDDFW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Upgrade 2.4GHZ Wireless Guitar System Built-in Rechargeable Lithium Battery Wireles...\", \"asin\": \"B07L5B64RG\", \"price\": \"$34.76\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:21.124Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:33:21.124Z
|
click
|
product_option
|
rule
|
train
| 1,154 |
2025-04-12T21:33:21.124Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09SQB4BVX"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)"},
{"price": "$247.99"},
{"bullet_list": "10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...", "asin": "B0BDJZZYGG", "price": "$53.99", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack", "asin": "B092VK4KK8", "price": "$41.48", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Soundcraft Ui16 Remote-Controlled 16-Input Digital Mixer", "asin": "B00UBJNNYA", "price": "$559.00", "quantity": ""},
{"title": "BIFALE 1/4'' TRS to XLR Male Cable 10 FT 2Pack, Balanced Microphone Cable for Power Speaker, Mixer, Amplifier and More", "asin": "B0CGRHDDFW", "price": "$22.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium", "asin": "B01L3LL95O", "price": "$16.59", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "J&D 1/4\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red", "asin": "B0D7ZDQPB7", "price": "$6.99", "quantity": ""},
{"title": "Upgrade 2.4GHZ Wireless Guitar System Built-in Rechargeable Lithium Battery Wireles...", "asin": "B07L5B64RG", "price": "$34.76", "quantity": ""},
{"title": "Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)", "asin": "B0D6YY9LJ8", "price": "$207.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""}],
"comparison_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99"},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "B072HSWWK2", "price": "$82.00"},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "B07X8Z1BRG", "price": "$259.85"},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "B071L66DD8", "price": "$69.95"},
{"title": "Yamaha MG12XU 12-channel Mixer with USB and Effects", "asin": "B00I0Q8IX2", "price": "$397.99"},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "B09VTKC91H", "price": "$161.01"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:33:21.124Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:33:21.124Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:33:21.124Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1154,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\"},\n{\"price\": \"$247.99\"},\n{\"bullet_list\": \"10-Input Stereo Mixer with SPX digital effects Featuring studio-grade discrete class-A D-PRE preamps with inverted Darlington circuit - providing fat, natural sounding bass and smooth, soaring highs 3 band EQ and high pass filters give you maximum control and eliminate unwanted noise, resulting in a cleaner mix 1 knob compressors allow easy control resulting in livelier guitars, punchier bass lines, a tighter snare and a cleaner vocal sound MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; Equivalent input noise 128 dBu, residual output noise 102 dBu Switchable +48V Phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"XLR Cables, Microphone Cable 6ft 10 Pack, XLR Male to Female Gold-Plated 3-Pins 10 ...\", \"asin\": \"B0BDJZZYGG\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (1 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 1Ft, 10 Pack\", \"asin\": \"B092VK4KK8\", \"price\": \"$41.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcraft Ui16 Remote-Controlled 16-Input Digital Mixer\", \"asin\": \"B00UBJNNYA\", \"price\": \"$559.00\", \"quantity\": \"\"},\n{\"title\": \"BIFALE 1/4'' TRS to XLR Male Cable 10 FT 2Pack, Balanced Microphone Cable for Power Speaker, Mixer, Amplifier and More\", \"asin\": \"B0CGRHDDFW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Boom Arm Microphone Mic Stand for Blue Yeti HyperX QuadCast SoloCast Snowball Fifine Shure SM7B and other Mic, Medium\", \"asin\": \"B01L3LL95O\", \"price\": \"$16.59\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Upgrade 2.4GHZ Wireless Guitar System Built-in Rechargeable Lithium Battery Wireles...\", \"asin\": \"B07L5B64RG\", \"price\": \"$34.76\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"B072HSWWK2\", \"price\": \"$82.00\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"B07X8Z1BRG\", \"price\": \"$259.85\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"B071L66DD8\", \"price\": \"$69.95\"},\n{\"title\": \"Yamaha MG12XU 12-channel Mixer with USB and Effects\", \"asin\": \"B00I0Q8IX2\", \"price\": \"$397.99\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"B09VTKC91H\", \"price\": \"$161.01\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:21.124Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y5JYYKP\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...\", \"asin\": \"B0DFMVWB9L\", \"price\": \"$97.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet\", \"asin\": \"B0CKQH7D3Q\", \"price\": \"$4.49\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:33.585Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:33:33.585Z
|
purchase
|
B00I2J4V5G
|
rule
|
train
| 1,155 |
2025-04-12T21:33:33.585Z
|
purchase
|
B00I2J4V5G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle", "asin": "B07F96NPYS", "price": "$232.99", "quantity": ""},
{"title": "Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables", "asin": "B0DJWTRB9J", "price": "$254.99", "quantity": ""},
{"title": "8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...", "asin": "B0CQCLVR6W", "price": "$75.99", "quantity": ""},
{"title": "Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle", "asin": "B07Y5JYYKP", "price": "$224.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...", "asin": "B0DLK14FTY", "price": "$29.99", "quantity": ""},
{"title": "9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...", "asin": "B0B397TM76", "price": "$28.78", "quantity": ""},
{"title": "5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...", "asin": "B08FB31NH5", "price": "$35.69", "quantity": ""},
{"title": "Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...", "asin": "B0DFMVWB9L", "price": "$97.49", "quantity": ""},
{"title": "J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet", "asin": "B0CKQH7D3Q", "price": "$4.49", "quantity": ""},
{"title": "Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)", "asin": "B0D6YY9LJ8", "price": "$207.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...", "asin": "B0DBYF2ZY9", "price": "$89.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack", "asin": "B092VGJSHJ", "price": "$42.98", "quantity": ""},
{"title": "Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube", "asin": "B0DNQ8CLXR", "price": "$119.00", "quantity": ""},
{"title": "BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...", "asin": "B0BB7S6S55", "price": "$53.99", "quantity": ""},
{"title": "Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...", "asin": "B0D7HFCBM2", "price": "$59.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:33:33.585Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:33:33.585Z\",\"action\": \"purchase\",\"acion_argument\": \"B00I2J4V5G\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:33:33.585Z\",\"action\": \"purchase\",\"acion_argument\": \"B00I2J4V5G\",}</answer>",
"index": 1155,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie 802VLZ4 8-Channel Ultra-Compact Mixer with G-MIXERBAG-1212 Padded Nylon Mixer/Equipment Bag & PB-S3410 3.5 mm Stereo Breakout Cable, 10 feet Bundle\", \"asin\": \"B07F96NPYS\", \"price\": \"$232.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3+ 6-channel Mixer with Effects, Bluetooth and USB Bundle - Includes Studio Mixing Headphones and 2 XLR Cables\", \"asin\": \"B0DJWTRB9J\", \"price\": \"$254.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX6v3 6-Channel Sound Reinforcement Mixer with Built-In FX, Gator Cases G-MIXERBAG-1212 Mixer Bag & Stereo Cable 10' Bundle\", \"asin\": \"B07Y5JYYKP\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"PUPGSIS Gaming Audio Mixer, Audio Interface for PC/Podcast/Streaming, Sound Board w...\", \"asin\": \"B0DLK14FTY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"9-Speed Digital Hand Mixer Electric, 400W Powerful DC Motor, Baking Mixer Handheld ...\", \"asin\": \"B0B397TM76\", \"price\": \"$28.78\", \"quantity\": \"\"},\n{\"title\": \"5-Speed Electric Hand Mixer, 4 Large Mixing Bowls Set, Handheld Mixers with Whisks ...\", \"asin\": \"B08FB31NH5\", \"price\": \"$35.69\", \"quantity\": \"\"},\n{\"title\": \"Dough Mixer 7L Large Capacity Electric Dough Maker with Ferment Function for Baking...\", \"asin\": \"B0DFMVWB9L\", \"price\": \"$97.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 6.35mm TS to 3.5mm TRS Cable, Heavy Duty Gold-Plated Purple 1/4 inch Male to 1/8 inch Male Mono Interconnect Stereo Aux Jack Adapter Cable, 6.6 Feet\", \"asin\": \"B0CKQH7D3Q\", \"price\": \"$4.49\", \"quantity\": \"\"},\n{\"title\": \"Professional 6-Channel Audio Mixer, Phenyx Pro DJ Sound Mixer Board w/Flexible AUX, BUS, SUB Routing, 16 DSP, BT Streaming & USB-B PC Recording, Mixing Console for Stage, Home Studio (PTL-600)\", \"asin\": \"B0D6YY9LJ8\", \"price\": \"$207.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android/iPad/Laptop with Charging Case, AI ...\", \"asin\": \"B0DBYF2ZY9\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (100 Feet, 1 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 100Ft, 1 Pack\", \"asin\": \"B092VGJSHJ\", \"price\": \"$42.98\", \"quantity\": \"\"},\n{\"title\": \"Hollyland Lark M2S Wireless Microphone with USB-C Plug for iPhone 15/16 and Android, Titanium Clip, Plug-and-Play, Noise Cancelling, 300m Range, 27H Battery Life for Vlogging, YouTube\", \"asin\": \"B0DNQ8CLXR\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"BEZOKABLE 6ft XLR Microphone Cable - 10 Pack, Nylon Braided, Compatible with Microp...\", \"asin\": \"B0BB7S6S55\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless XLR Microphone Transmitter and Receiver, Arvitek UHF Wireless Microphone S...\", \"asin\": \"B0D7HFCBM2\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:33.585Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"quantity\": \"\"},\n{\"title\": \"W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night\", \"asin\": \"B0BGGJ71SX\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft\", \"asin\": \"B09P9VMX7B\", \"price\": \"$49.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack\", \"asin\": \"B0D2NRQ3Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hosa CPR-202 Dual 1/4\\\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"$399.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:40.541Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:33:40.541Z
|
click
|
quantity
|
rule
|
train
| 1,156 |
2025-04-12T21:33:40.541Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Behringer X32 Digital Mixer", "asin": "B008R7F382", "price": "$2,249.00", "quantity": ""},
{"title": "W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance", "asin": "B0DSVLMZQT", "price": "$55.99", "quantity": ""},
{"title": "FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036", "asin": "B01N6448Q4", "price": "$65.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night", "asin": "B0BGGJ71SX", "price": "$79.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "quantity": ""},
{"title": "GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft", "asin": "B09P9VMX7B", "price": "$49.48", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "Yuyaokk 2Pack 25 ft Speakon to 1/4\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.", "asin": "B07QZRC1KW", "price": "$34.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable", "asin": "B07PXMN2VK", "price": "$15.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack", "asin": "B0D2NRQ3Q4", "price": "$17.99", "quantity": ""},
{"title": "10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red", "asin": "B08SC28M9H", "price": "$13.99", "quantity": ""},
{"title": "Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes", "asin": "B0CHVLY5HR", "price": "$8.79", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet", "asin": "B0BCFGFLW6", "price": "$9.99", "quantity": ""},
{"title": "TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters", "asin": "B07HFB1N9Z", "price": "$16.99", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "", "price": "$99.00", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "", "price": "$126.64", "quantity": ""},
{"title": "CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black", "asin": "", "price": "$14.50", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "", "price": "", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Hosa CPR-202 Dual 1/4\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black", "asin": "", "price": "$348.00", "quantity": ""},
{"title": "YAMAHA R-S202BL Stereo Receiver", "asin": "", "price": "$179.95", "quantity": ""},
{"title": "Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black", "asin": "", "price": "$198.00", "quantity": ""},
{"title": "Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black", "asin": "", "price": "$448.00", "quantity": ""},
{"title": "Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz", "asin": "", "price": "$399.99", "quantity": ""},
{"title": "Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1", "asin": "", "price": "$898.00", "quantity": ""},
{"title": "R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black", "asin": "", "price": "$699.95", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5", "asin": "", "price": "$172.99", "quantity": ""},
{"title": "Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT", "asin": "", "price": "$114.49", "quantity": ""},
{"title": "Marantz NR1510 UHD AV Receiver \u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black", "asin": "", "price": "$599.00", "quantity": ""},
{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "", "price": "$399.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:33:40.541Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:33:40.541Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:33:40.541Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 1156,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"quantity\": \"\"},\n{\"title\": \"W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night\", \"asin\": \"B0BGGJ71SX\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft\", \"asin\": \"B09P9VMX7B\", \"price\": \"$49.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack\", \"asin\": \"B0D2NRQ3Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hosa CPR-202 Dual 1/4\\\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"$399.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:33:40.541Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07SHWYDVQ\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M48JB82\", \"price\": \"$12.49\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone\", \"asin\": \"B0BLHCJ4LD\", \"price\": \"$27.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:34:32.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:34:32.040Z
|
click
|
product_option
|
rule
|
train
| 1,157 |
2025-04-12T21:34:32.040Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:33:40.541Z", "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": "xlr to rca"}],
"cart_items": [{"asin": "B00IBIVL42"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07SHWYDVQ"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet"},
{"price": "$13.99"},
{"bullet_list": "Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "6 ft"}],
"promotion_items": [{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters", "asin": "B083P5W5J5", "price": "$22.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet", "asin": "B07RCJX6R4", "price": "$9.99", "quantity": ""},
{"title": "Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT", "asin": "B0DHK4JYP7", "price": "$16.99", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...", "asin": "B09QL3PCX2", "price": "$11.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT", "asin": "B0DHK4JYP7", "price": "$16.99", "quantity": ""},
{"title": "Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet", "asin": "B07RCJX6R4", "price": "$9.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...", "asin": "B09QL3PCX2", "price": "$11.99", "quantity": ""},
{"title": "GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet", "asin": "B09TN5VD7X", "price": "$16.48", "quantity": ""},
{"title": "Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...", "asin": "B08ZN1JS21", "price": "$17.98", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...", "asin": "B09QL3P2FP", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""}],
"comparison_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet", "asin": "B07SHWYDVQ", "price": "$13.99"},
{"title": "Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot", "asin": "B004NCW2X4", "price": "$13.95"},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet", "asin": "B083R4FMK3", "price": "$18.99"},
{"title": "Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black", "asin": "B08M48JB82", "price": "$12.49"},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49"},
{"title": "JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone", "asin": "B0BLHCJ4LD", "price": "$27.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:34:32.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:34:32.040Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:34:32.040Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1157,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07SHWYDVQ\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 10 Feet /3 Meters\", \"asin\": \"B083P5W5J5\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 3.3 FT\", \"asin\": \"B0DHK4JYP7\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 10 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 10 Feet\", \"asin\": \"B07SHWYDVQ\", \"price\": \"$13.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Stereo Audio Splitter Cable 10 ft / 3m (XLR to Dual RCA Splitter Adapter) in Black\", \"asin\": \"B08M48JB82\", \"price\": \"$12.49\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"JOLGOO RCA to XLR Cable - Dual RCA to Dual XLR HiFi Audio Cable, 15 Feet, 4N OFC Wire, for Amplifier, Mixer, Microphone\", \"asin\": \"B0BLHCJ4LD\", \"price\": \"$27.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:34:32.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"quantity\": \"\"},\n{\"title\": \"W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night\", \"asin\": \"B0BGGJ71SX\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft\", \"asin\": \"B09P9VMX7B\", \"price\": \"$49.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack\", \"asin\": \"B0D2NRQ3Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hosa CPR-202 Dual 1/4\\\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"$399.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:37:34.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:37:34.356Z
|
input
|
wireless microphones
|
rule
|
train
| 1,158 |
2025-04-12T21:37:34.356Z
|
input
|
wireless microphones
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"asin": "B09SQB4BVX"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Behringer X32 Digital Mixer", "asin": "B008R7F382", "price": "$2,249.00", "quantity": ""},
{"title": "W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance", "asin": "B0DSVLMZQT", "price": "$55.99", "quantity": ""},
{"title": "FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036", "asin": "B01N6448Q4", "price": "$65.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night", "asin": "B0BGGJ71SX", "price": "$79.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0C61MKJK5", "price": "$26.99", "quantity": ""},
{"title": "GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft", "asin": "B09P9VMX7B", "price": "$49.48", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "Yuyaokk 2Pack 25 ft Speakon to 1/4\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.", "asin": "B07QZRC1KW", "price": "$34.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable", "asin": "B07PXMN2VK", "price": "$15.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack", "asin": "B0D2NRQ3Q4", "price": "$17.99", "quantity": ""},
{"title": "10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red", "asin": "B08SC28M9H", "price": "$13.99", "quantity": ""},
{"title": "Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes", "asin": "B0CHVLY5HR", "price": "$8.79", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet", "asin": "B0BCFGFLW6", "price": "$9.99", "quantity": ""},
{"title": "TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters", "asin": "B07HFB1N9Z", "price": "$16.99", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "", "price": "$99.00", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "", "price": "$45.00", "quantity": ""},
{"title": "BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "", "price": "$126.64", "quantity": ""},
{"title": "CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black", "asin": "", "price": "$14.50", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "", "price": "", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Hosa CPR-202 Dual 1/4\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black", "asin": "", "price": "$348.00", "quantity": ""},
{"title": "YAMAHA R-S202BL Stereo Receiver", "asin": "", "price": "$179.95", "quantity": ""},
{"title": "Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black", "asin": "", "price": "$198.00", "quantity": ""},
{"title": "Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black", "asin": "", "price": "$448.00", "quantity": ""},
{"title": "Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz", "asin": "", "price": "$399.99", "quantity": ""},
{"title": "Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1", "asin": "", "price": "$898.00", "quantity": ""},
{"title": "R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black", "asin": "", "price": "$699.95", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5", "asin": "", "price": "$172.99", "quantity": ""},
{"title": "Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT", "asin": "", "price": "$114.49", "quantity": ""},
{"title": "Marantz NR1510 UHD AV Receiver \u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black", "asin": "", "price": "$599.00", "quantity": ""},
{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "", "price": "$399.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:37:34.356Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:37:34.356Z\",\"action\": \"input\",\"acion_argument\": \"wireless microphones\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:37:34.356Z\",\"action\": \"input\",\"acion_argument\": \"wireless microphones\",}</answer>",
"index": 1158,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"asin\": \"B09SQB4BVX\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Behringer X32 Digital Mixer\", \"asin\": \"B008R7F382\", \"price\": \"$2,249.00\", \"quantity\": \"\"},\n{\"title\": \"W IN-Mix 4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support, 48V Phantom Power and AUX Output Function Suitable for Studio and Live Performance\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"K-mxerpro 8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB Audio Interface for Live Show,Streaming Recording Music Stage Karaoke\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"Projector Screen and Stand, Towond 120 inch Portable Projector Screen Indoor Outdoor Movie Screen 16:9 4K HD Wrinkle-Free Lightweight Projection Screen with Carry Bag for Backyard Movie Night\", \"asin\": \"B0BGGJ71SX\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"InnoGear Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0C61MKJK5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit DMX to DMX Stage Lighting Cable (50 Feet, 2-Pack) DMX Male to Female (XLR Compatible) 3-Pin Balanced Shielded for DJ LED Moving Head Par Light, Mic Mixer, Recording Studio, Podcast - 50ft\", \"asin\": \"B09P9VMX7B\", \"price\": \"$49.48\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 25 ft Speakon to 1/4\\\" Male Speaker Cables, Professional 12 Gauge AWG Wire Audio Amplifier Connection Cord, DJ/PA Wire with Twist Lock.\", \"asin\": \"B07QZRC1KW\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 100-Pack Cat 6 Pass Through RJ45 Connectors (Cat 6 Ends / Cat6 Connector / RJ45 Modular Plugs/Ethernet Plugs/Network Connector) for Solid or Stranded UTP Ethernet Cable\", \"asin\": \"B07PXMN2VK\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 6 Feet - 2 Pack\", \"asin\": \"B0D2NRQ3Q4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"10K 8K HDMI Cable 2.1 2 Pack 6ft, JSAUX 48Gbps Ultra High Speed HDMI Cable Braided Cord, 4K@120Hz, 4K@144Hz, 8K@60Hz, HDCP 2.2&2.3, HDR 10, eARC,ARC Compatible with Dolby PS5 Monitor HDTV Soundbar-Red\", \"asin\": \"B08SC28M9H\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tacticai 2000 Raffle Tickets, Smile, White (8 Color Selection), Single Roll, Ticket for Events, Entry, Class Reward, Fundraiser & Prizes\", \"asin\": \"B0CHVLY5HR\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"TISINO 1/4 to RCA Cable, Quarter inch TRS to RCA Audio Cable 6.35mm Stereo Jack to Dual RCA Insert Cable Y Splitter Cabl - 5 feet/1.5 Meters\", \"asin\": \"B07HFB1N9Z\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Shure PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"BlueRigger Digital Optical Audio Splitter (Active Toslink Splitter 1 in 3 Out, SPDIF, Fiber Optic Adapter) - Compatible with Home Theatre, Xbox, PS5, DVD, Receiver, TV, LPCM2.0, DTS, Dolby Digital\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"CableCreation RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Copper Shell 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Cable, 6FT\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 3 Foot, Black\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hosa CPR-202 Dual 1/4\\\" TS to Dual RCA Stereo Interconnect Cable, 2 Meters, 6.6 Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"$114.49\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"$399.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:37:34.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B084DFD31M\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m\", \"asin\": \"B07C7PHD2V\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -5feet/1.5m\", \"asin\": \"B07J5WW49Z\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 5 Feet Unbalanced L/R RCA to XLR Phon...\", \"asin\": \"B08MX4WJSN\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"Suanqi RCA to XLR Cable, XLR Male to RCA Male Cable, RCA Male to XLR Male HiFi Audio Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (3FT).\", \"asin\": \"B0C1KM77TX\", \"price\": \"$14.99\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 6.6FT\", \"asin\": \"B088GY9QZD\", \"price\": \"$18.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:40:25.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:40:25.525Z
|
purchase
|
B084DFD31M
|
rule
|
train
| 1,159 |
2025-04-12T21:40:25.525Z
|
purchase
|
B084DFD31M
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "xlr to rca"}],
"cart_items": [{"asin": "B00IBIVL42"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)", "asin": "B09SQB4BVX", "price": "$247.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B084DFD31M"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet"},
{"price": "$12.99"},
{"bullet_list": "Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "6 ft"}],
"promotion_items": [{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""},
{"title": "Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet", "asin": "B07RCJX6R4", "price": "$9.99", "quantity": ""},
{"title": "Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m", "asin": "B07C7PHD2V", "price": "$22.99", "quantity": ""},
{"title": "Tisino DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -5feet/1.5m", "asin": "B07J5WW49Z", "price": "$14.99", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m", "asin": "B077L48P67", "price": "$18.99", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...", "asin": "B09QL3PCX2", "price": "$11.99", "quantity": ""},
{"title": "Dual RCA Male to Dual XLR Male Cable Adapter, 5 Feet Unbalanced L/R RCA to XLR Phon...", "asin": "B08MX4WJSN", "price": "$15.98", "quantity": ""},
{"title": "GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet", "asin": "B09TN5VD7X", "price": "$16.48", "quantity": ""},
{"title": "Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...", "asin": "B08ZN1JS21", "price": "$17.98", "quantity": ""},
{"title": "Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...", "asin": "B07ZVWTJ9W", "price": "$16.99", "quantity": ""},
{"title": "Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...", "asin": "B09QL3P2FP", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet", "asin": "B08TPNHYQR", "price": "$14.49", "quantity": ""},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet", "asin": "B083R4DL5N", "price": "$15.99", "quantity": ""},
{"title": "Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters", "asin": "B083P6LSZX", "price": "$18.99", "quantity": ""}],
"comparison_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99"},
{"title": "Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot", "asin": "B004NCW2X4", "price": "$13.95"},
{"title": "Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet", "asin": "B083R4FMK3", "price": "$18.99"},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49"},
{"title": "Suanqi RCA to XLR Cable, XLR Male to RCA Male Cable, RCA Male to XLR Male HiFi Audio Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (3FT).", "asin": "B0C1KM77TX", "price": "$14.99"},
{"title": "Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 6.6FT", "asin": "B088GY9QZD", "price": "$18.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:40:25.525Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:40:25.525Z\",\"action\": \"purchase\",\"acion_argument\": \"B084DFD31M\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:40:25.525Z\",\"action\": \"purchase\",\"acion_argument\": \"B084DFD31M\",}</answer>",
"index": 1159,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"xlr to rca\"}],\n\"cart_items\": [{\"asin\": \"B00IBIVL42\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 10-Input (MG10X CV)\", \"asin\": \"B09SQB4BVX\", \"price\": \"$247.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B084DFD31M\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Balanced to unbalanced cable converts an unbalanced dual RCA output to balanced XLR input; Dual XLR male to dual RCA male connects an AV receiver with RCA line output to a power amplifier with XLR balanced inputs Unbalanced XLR cable is wired with XLR pin 2 connected to the RCA plug tip; XLR pins 1 and 3 are connected to the shield of the RCA plug; Connect this balanced to unbalanced converter cable from equipment with a dual RCA phono output to a subwoofer with XLR input Shielded RCA to XLR converter with oxygen-free copper (OFC) conductors and braided shielding provides maximum cancellation of hum and noise of an unbalanced audio signal; A lifetime warranty is included with this Shielded XLR cable for peace of mind when purchasing Robust construction of this XLR to RCA adapter includes a flexible PVC jacket with gold-plated connectors; Shielded XLR male connectors have molded strain relief to support the weight of the cable; RCA connectors have easy-grip treads with a split blade housing for a secure connection XLR female input compatible with a subwoofer with XLR input such as the Mackie Subwoofer; XLR to RCA adaptor connects to an audio mixer such as the Behringer Mixer; Instantly connect a DJ Controller with an RCA phono jack to speakers with XLR input with this RCA to XLR adapter\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6 ft\"}],\n\"promotion_items\": [{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Unbalanced XLR to RCA Cable/Female XLR to Male RCA Audio Cable - 6 Feet\", \"asin\": \"B07RCJX6R4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual RCA to XLR Male Cable, 2 XLR to 2 RCA/Phono Plug HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 10 Feet / 3m\", \"asin\": \"B07C7PHD2V\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino DISINO Dual RCA to XLR Male Y Splitter Patch Cable, Unbalanced 2 RCA/Phono Plug to 1 XLR Splitter Duplicator Lead Y-Cable Adapter -5feet/1.5m\", \"asin\": \"B07J5WW49Z\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"tisino Dual XLR to RCA Cable, Heavy Duty 2 XLR Female to 2 RCA Male Patch Cord HiFi Stereo Audio Connection Interconnect Lead Wire - 5 ft / 1.5m\", \"asin\": \"B077L48P67\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 5Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Aud...\", \"asin\": \"B09QL3PCX2\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 5 Feet Unbalanced L/R RCA to XLR Phon...\", \"asin\": \"B08MX4WJSN\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"GEARit RCA Cable (15FT) 2RCA Male to 2RCA Male Stereo Audio Cables Shielded Braided RCA Stereo Cable for Home Theater, HDTV, Amplifiers, Hi-Fi Systems, Car Audio, Speakers, 15 Feet\", \"asin\": \"B09TN5VD7X\", \"price\": \"$16.48\", \"quantity\": \"\"},\n{\"title\": \"Dual RCA Male to Dual XLR Male Cable Adapter, 10 Feet Unbalanced L/R RCA to XLR Pho...\", \"asin\": \"B08ZN1JS21\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR to RCA Cable, Dual XLR Female to Dual RCA Male Cable, 2 XLR Female to 2 RC...\", \"asin\": \"B07ZVWTJ9W\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Dual XLR Male to RCA Cable 10Ft, Heavy Duty 2 XLR Male to 2 RCA Male HiFi Stereo Au...\", \"asin\": \"B09QL3P2FP\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 10 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 10 Feet\", \"asin\": \"B08TPNHYQR\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 3.3 Feet\", \"asin\": \"B083R4DL5N\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to Dual RCA Cable, Heavy Duty 2-XLR Female to 2 RCA/Phone Plug Male HiFi Stereo Audio Connection Microphone Cable Interconnect Lead Wire - 5 Feet /1.5 Meters\", \"asin\": \"B083P6LSZX\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\"},\n{\"title\": \"Hosa HRX-005 Pro RCA to XLR Male Unbalanced Interconnect Cable - 5 foot\", \"asin\": \"B004NCW2X4\", \"price\": \"$13.95\"},\n{\"title\": \"Tisino Dual RCA to XLR Cable, 2 RCA to 2 XLR Male HiFi Stereo Audio Connection Microphone Cable Wire Cord Path Cable - 6.6 Feet\", \"asin\": \"B083R4FMK3\", \"price\": \"$18.99\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\"},\n{\"title\": \"Suanqi RCA to XLR Cable, XLR Male to RCA Male Cable, RCA Male to XLR Male HiFi Audio Cable, 4N OFC 20AWG Shielded Twisted Pair Oxygen-Free Copper Braid Conductors, 2Pack (3FT).\", \"asin\": \"B0C1KM77TX\", \"price\": \"$14.99\"},\n{\"title\": \"Devinal XLR to RCA Stereo Interconnect Cable, Heavy Duty Dual XLR Male to Dual RCA/Phono Audio HiFi Cord, 2 XLR to 2 RCA Interconnect Lead Patch Wire Adapter 6.6FT\", \"asin\": \"B088GY9QZD\", \"price\": \"$18.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:40:25.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\\nUHF\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\\nUHF\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone, Built-in Loud Speaker for 10H Playback, Add Reverb/Duet Mode/Earbuds Monitoring, Portable Karaoke Machine for Entertainment & Singing Practice (Gray)\\nBluetooth\", \"asin\": \"B0DQQ1XBMZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"HOTEC\\nWireless Bluetooth Portable PA Speaker System, Powerful Bluetooth Karaoke Machine with Dual Wireless Microphones for Karaoke, Wedding, Party, Teaching, Lecture, Church, Outdoor Indoor Activities\", \"asin\": \"B08FMDJPJB\", \"price\": \"$131.99\", \"quantity\": \"\"},\n{\"title\": \"Desktop Mic Stand Portable Foldable Tripod with Mic Clip Holder and 5/8\\\" Male to 3/8\\\" Female Screw Adjustable Microphone Stand.\", \"asin\": \"B0DHVJHLCJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0D1C29LQZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"GLEAM\\nMicrophone Stand for Light Microphone under 1 LB - Tripod Boom Arm Mic Stand with Carrying Bag, 2 Mic Clips and Screw Adapter Portable for Singing Performance Wedding Stage and Mic Mount\", \"asin\": \"B082285YXD\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"BILIONE\\nMultifunctional Desktop Microphone Stand, Adjustable Mic Stand Desk with Pop Filter, Shock Mount, Microphone Clip, 5/8\\\" to 3/8\\\" Metal Screw Adapter\", \"asin\": \"B08TBJPL56\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\"},\n{\"title\": \"innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church\", \"asin\": \"B07W5PKR5F\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\"}],\n\"search_results\": [{\"title\": \"Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"B0CMJTSVRW\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"XLR Wireless Microphone, UHF Dual Handheld Dynamic Metal Mic Set with XLR Rechargeable Receiver, XLR to 1/4'' Adapter, for Karaoke, Church, Wedding, Party Singing(160 ft Range)(Auto Connect)\", \"asin\": \"B0DCJ4YKC4\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More\", \"asin\": \"B000VXF2I6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Systems, Dual UHF Cordless Karaoke Microphone Set, Handheld Dynamic Microfono for Singing with Receiver for Home Karaoke, Party, Church, DJ, Wedding, Speech 200ft TW350 Grey\", \"asin\": \"B0BZJ2BZN9\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, UHF Professional Metal Dynamic Handheld Wireless Microphone, Karaoke Microphone, Suitable for Home KTV, conferences, speeches, Churches, DJs, Weddings, 200 feet (Black)\", \"asin\": \"B0DG2CBZM9\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Only for Mic Input, UHF Metal Dynamic Handheld Multipurpose Mic with Rechargeable Receiver (Work 4hs), 160ft Range, for Karaoke Machine, Amplifier Speaker, Mixer, Church\", \"asin\": \"B07SHDRNCQ\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok\", \"asin\": \"B0CY7P3WVK\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview\", \"asin\": \"B0DNWD66PX\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray\", \"asin\": \"B0CNVVTF3P\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube\", \"asin\": \"B0DNZJWXY9\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)\", \"asin\": \"B0DCNHGY83\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)\", \"asin\": \"B071SGMQ7V\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:42:03.379Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:42:03.379Z
|
input
|
shure wireless microphones
|
rule
|
train
| 1,160 |
2025-04-12T21:42:03.379Z
|
input
|
shure wireless microphones
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
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<|memory_end|>
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "TONOR\nWireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\nUHF", "asin": "B0CLTW266V", "price": "$109.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\nUHF", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Wireless Bluetooth Karaoke Microphone, Built-in Loud Speaker for 10H Playback, Add Reverb/Duet Mode/Earbuds Monitoring, Portable Karaoke Machine for Entertainment & Singing Practice (Gray)\nBluetooth", "asin": "B0DQQ1XBMZ", "price": "$33.99", "quantity": ""},
{"title": "HOTEC\nWireless Bluetooth Portable PA Speaker System, Powerful Bluetooth Karaoke Machine with Dual Wireless Microphones for Karaoke, Wedding, Party, Teaching, Lecture, Church, Outdoor Indoor Activities", "asin": "B08FMDJPJB", "price": "$131.99", "quantity": ""},
{"title": "Desktop Mic Stand Portable Foldable Tripod with Mic Clip Holder and 5/8\" Male to 3/8\" Female Screw Adjustable Microphone Stand.", "asin": "B0DHVJHLCJ", "price": "$13.99", "quantity": ""},
{"title": "Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0D1C29LQZ", "price": "$25.99", "quantity": ""},
{"title": "GLEAM\nMicrophone Stand for Light Microphone under 1 LB - Tripod Boom Arm Mic Stand with Carrying Bag, 2 Mic Clips and Screw Adapter Portable for Singing Performance Wedding Stage and Mic Mount", "asin": "B082285YXD", "price": "$21.99", "quantity": ""},
{"title": "BILIONE\nMultifunctional Desktop Microphone Stand, Adjustable Mic Stand Desk with Pop Filter, Shock Mount, Microphone Clip, 5/8\" to 3/8\" Metal Screw Adapter", "asin": "B08TBJPL56", "price": "$21.99", "quantity": ""}],
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{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
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{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
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{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "B0CMJTSVRW", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System", "asin": "B0D72S7QBY", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon."},
{"title": "XLR Wireless Microphone, UHF Dual Handheld Dynamic Metal Mic Set with XLR Rechargeable Receiver, XLR to 1/4'' Adapter, for Karaoke, Church, Wedding, Party Singing(160 ft Range)(Auto Connect)", "asin": "B0DCJ4YKC4", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera", "asin": "B0CFZX734J", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More", "asin": "B000VXF2I6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "B09P3T1X8Q", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750", "asin": "B0CYPWDLBF", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Systems, Dual UHF Cordless Karaoke Microphone Set, Handheld Dynamic Microfono for Singing with Receiver for Home Karaoke, Party, Church, DJ, Wedding, Speech 200ft TW350 Grey", "asin": "B0BZJ2BZN9", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, UHF Professional Metal Dynamic Handheld Wireless Microphone, Karaoke Microphone, Suitable for Home KTV, conferences, speeches, Churches, DJs, Weddings, 200 feet (Black)", "asin": "B0DG2CBZM9", "price": "$69.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Only for Mic Input, UHF Metal Dynamic Handheld Multipurpose Mic with Rechargeable Receiver (Work 4hs), 160ft Range, for Karaoke Machine, Amplifier Speaker, Mixer, Church", "asin": "B07SHDRNCQ", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok", "asin": "B0CY7P3WVK", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview", "asin": "B0DNWD66PX", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray", "asin": "B0CNVVTF3P", "price": "$21.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube", "asin": "B0DNZJWXY9", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference", "asin": "B0DSZYWY7H", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming", "asin": "B0DDL8WGH5", "price": "$169.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)", "asin": "B0DCNHGY83", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)", "asin": "B071SGMQ7V", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.", "asin": "B0CF23Y8F5", "price": "$62.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2", "asin": "B0CZ3YPYFM", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)", "asin": "B085WFZMDG", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)", "asin": "B0CNBL41HF", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting", "asin": "B0DLVW1NBS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation", "asin": "B0CB2HGR9Q", "price": "$334.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech", "asin": "B0D6YZ7THH", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech", "asin": "B075MBJF8B", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft", "asin": "B0B752BSD3", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera", "asin": "B0CF2CPLQQ", "price": "$89.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "R\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME", "asin": "B0BQLB596V", "price": "$134.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming", "asin": "B0B3MG9WLL", "price": "$59.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)", "asin": "B07PPDR5NT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B", "asin": "B076F5W8Q5", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)", "asin": "B082W6RQ6W", "price": "$61.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red", "asin": "B0CC8SMFCL", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:42:03.379Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:42:03.379Z\",\"action\": \"input\",\"acion_argument\": \"shure wireless microphones\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:42:03.379Z\",\"action\": \"input\",\"acion_argument\": \"shure wireless microphones\",}</answer>",
"index": 1160,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\\nUHF\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\\nUHF\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone, Built-in Loud Speaker for 10H Playback, Add Reverb/Duet Mode/Earbuds Monitoring, Portable Karaoke Machine for Entertainment & Singing Practice (Gray)\\nBluetooth\", \"asin\": \"B0DQQ1XBMZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"HOTEC\\nWireless Bluetooth Portable PA Speaker System, Powerful Bluetooth Karaoke Machine with Dual Wireless Microphones for Karaoke, Wedding, Party, Teaching, Lecture, Church, Outdoor Indoor Activities\", \"asin\": \"B08FMDJPJB\", \"price\": \"$131.99\", \"quantity\": \"\"},\n{\"title\": \"Desktop Mic Stand Portable Foldable Tripod with Mic Clip Holder and 5/8\\\" Male to 3/8\\\" Female Screw Adjustable Microphone Stand.\", \"asin\": \"B0DHVJHLCJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\\\" to 5/8\\\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U\", \"asin\": \"B0D1C29LQZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"GLEAM\\nMicrophone Stand for Light Microphone under 1 LB - Tripod Boom Arm Mic Stand with Carrying Bag, 2 Mic Clips and Screw Adapter Portable for Singing Performance Wedding Stage and Mic Mount\", \"asin\": \"B082285YXD\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"BILIONE\\nMultifunctional Desktop Microphone Stand, Adjustable Mic Stand Desk with Pop Filter, Shock Mount, Microphone Clip, 5/8\\\" to 3/8\\\" Metal Screw Adapter\", \"asin\": \"B08TBJPL56\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\"},\n{\"title\": \"innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church\", \"asin\": \"B07W5PKR5F\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\"}],\n\"search_results\": [{\"title\": \"Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\", \"price\": \"$219.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"B0CMJTSVRW\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"XLR Wireless Microphone, UHF Dual Handheld Dynamic Metal Mic Set with XLR Rechargeable Receiver, XLR to 1/4'' Adapter, for Karaoke, Church, Wedding, Party Singing(160 ft Range)(Auto Connect)\", \"asin\": \"B0DCJ4YKC4\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More\", \"asin\": \"B000VXF2I6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Systems, Dual UHF Cordless Karaoke Microphone Set, Handheld Dynamic Microfono for Singing with Receiver for Home Karaoke, Party, Church, DJ, Wedding, Speech 200ft TW350 Grey\", \"asin\": \"B0BZJ2BZN9\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, UHF Professional Metal Dynamic Handheld Wireless Microphone, Karaoke Microphone, Suitable for Home KTV, conferences, speeches, Churches, DJs, Weddings, 200 feet (Black)\", \"asin\": \"B0DG2CBZM9\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Only for Mic Input, UHF Metal Dynamic Handheld Multipurpose Mic with Rechargeable Receiver (Work 4hs), 160ft Range, for Karaoke Machine, Amplifier Speaker, Mixer, Church\", \"asin\": \"B07SHDRNCQ\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok\", \"asin\": \"B0CY7P3WVK\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview\", \"asin\": \"B0DNWD66PX\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray\", \"asin\": \"B0CNVVTF3P\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube\", \"asin\": \"B0DNZJWXY9\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)\", \"asin\": \"B0DCNHGY83\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)\", \"asin\": \"B071SGMQ7V\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:42:03.379Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": 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11 AM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:42:03.651Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:42:03.651Z
|
click
|
search
|
rule
|
train
| 1,161 |
2025-04-12T21:42:03.651Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shure wireless microphones"}],
"cart_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\nUHF, 6.35 mm Jack, XLR", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\nXLR", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\nUHF, 6.35 mm Jack, XLR", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "TONOR\nWireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\nUHF", "asin": "B0CLTW266V", "price": "$109.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\nUHF", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Wireless Bluetooth Karaoke Microphone, Built-in Loud Speaker for 10H Playback, Add Reverb/Duet Mode/Earbuds Monitoring, Portable Karaoke Machine for Entertainment & Singing Practice (Gray)\nBluetooth", "asin": "B0DQQ1XBMZ", "price": "$33.99", "quantity": ""},
{"title": "HOTEC\nWireless Bluetooth Portable PA Speaker System, Powerful Bluetooth Karaoke Machine with Dual Wireless Microphones for Karaoke, Wedding, Party, Teaching, Lecture, Church, Outdoor Indoor Activities", "asin": "B08FMDJPJB", "price": "$131.99", "quantity": ""},
{"title": "Desktop Mic Stand Portable Foldable Tripod with Mic Clip Holder and 5/8\" Male to 3/8\" Female Screw Adjustable Microphone Stand.", "asin": "B0DHVJHLCJ", "price": "$13.99", "quantity": ""},
{"title": "Microphone Stand, Tripod Boom Arm Floor Mic Stand Height Adjustable Heavy Duty with Carrying Bag 2 Mic Clips 3/8\" to 5/8\" Adapter for Singing Podcast for Blue Yeti Shure SM58 SM48 Samson Q2U", "asin": "B0D1C29LQZ", "price": "$25.99", "quantity": ""},
{"title": "GLEAM\nMicrophone Stand for Light Microphone under 1 LB - Tripod Boom Arm Mic Stand with Carrying Bag, 2 Mic Clips and Screw Adapter Portable for Singing Performance Wedding Stage and Mic Mount", "asin": "B082285YXD", "price": "$21.99", "quantity": ""},
{"title": "BILIONE\nMultifunctional Desktop Microphone Stand, Adjustable Mic Stand Desk with Pop Filter, Shock Mount, Microphone Clip, 5/8\" to 3/8\" Metal Screw Adapter", "asin": "B08TBJPL56", "price": "$21.99", "quantity": ""}],
"ads": [{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF"},
{"title": "innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church", "asin": "B07W5PKR5F"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z"}],
"search_results": [{"title": "Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs", "asin": "B0CFZY1M8M", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "B0CMJTSVRW", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System", "asin": "B0D72S7QBY", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon."},
{"title": "XLR Wireless Microphone, UHF Dual Handheld Dynamic Metal Mic Set with XLR Rechargeable Receiver, XLR to 1/4'' Adapter, for Karaoke, Church, Wedding, Party Singing(160 ft Range)(Auto Connect)", "asin": "B0DCJ4YKC4", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera", "asin": "B0CFZX734J", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More", "asin": "B000VXF2I6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "B09P3T1X8Q", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750", "asin": "B0CYPWDLBF", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Systems, Dual UHF Cordless Karaoke Microphone Set, Handheld Dynamic Microfono for Singing with Receiver for Home Karaoke, Party, Church, DJ, Wedding, Speech 200ft TW350 Grey", "asin": "B0BZJ2BZN9", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, UHF Professional Metal Dynamic Handheld Wireless Microphone, Karaoke Microphone, Suitable for Home KTV, conferences, speeches, Churches, DJs, Weddings, 200 feet (Black)", "asin": "B0DG2CBZM9", "price": "$69.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Only for Mic Input, UHF Metal Dynamic Handheld Multipurpose Mic with Rechargeable Receiver (Work 4hs), 160ft Range, for Karaoke Machine, Amplifier Speaker, Mixer, Church", "asin": "B07SHDRNCQ", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok", "asin": "B0CY7P3WVK", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview", "asin": "B0DNWD66PX", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray", "asin": "B0CNVVTF3P", "price": "$21.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube", "asin": "B0DNZJWXY9", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference", "asin": "B0DSZYWY7H", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming", "asin": "B0DDL8WGH5", "price": "$169.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)", "asin": "B0DCNHGY83", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)", "asin": "B071SGMQ7V", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.", "asin": "B0CF23Y8F5", "price": "$62.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2", "asin": "B0CZ3YPYFM", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)", "asin": "B085WFZMDG", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)", "asin": "B0CNBL41HF", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting", "asin": "B0DLVW1NBS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation", "asin": "B0CB2HGR9Q", "price": "$334.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech", "asin": "B0D6YZ7THH", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech", "asin": "B075MBJF8B", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft", "asin": "B0B752BSD3", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera", "asin": "B0CF2CPLQQ", "price": "$89.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "R\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME", "asin": "B0BQLB596V", "price": "$134.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming", "asin": "B0B3MG9WLL", "price": "$59.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)", "asin": "B07PPDR5NT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B", "asin": "B076F5W8Q5", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)", "asin": "B082W6RQ6W", "price": "$61.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red", "asin": "B0CC8SMFCL", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:42:03.651Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:42:03.651Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:42:03.651Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1161,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": 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3 PM\"},\n{\"title\": \"3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview\", \"asin\": \"B0DNWD66PX\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray\", \"asin\": \"B0CNVVTF3P\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube\", \"asin\": \"B0DNZJWXY9\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)\", \"asin\": \"B0DCNHGY83\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)\", \"asin\": \"B071SGMQ7V\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:42:03.651Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\\nWireless\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\\nWireless\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS\\nV7 Mic Capsule for Shure Wireless - Black\\nXLR\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\\nXLR\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DJI Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\"},\n{\"title\": \"DJI Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\"},\n{\"title\": \"DJI Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\"}],\n\"search_results\": [{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)\", \"asin\": \"B07WJZ2CV7\", \"price\": \"$699.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)\", \"asin\": \"B016APL73M\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)\", \"asin\": \"B016APL728\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)\", \"asin\": \"B016APL80O\", \"price\": \"$629.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle\", \"asin\": \"B08B1261P9\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black\", \"asin\": \"B01MR4YUTG\", \"price\": \"$379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)\", \"asin\": \"B084Z9X7ZG\", \"price\": \"$748.25\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon.\"},\n{\"title\": \"BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)\", \"asin\": \"B084H469JX\", \"price\": \"$799.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)\", \"asin\": \"B084Z8PNMC\", \"price\": \"$839.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)\", \"asin\": \"B0CRHWXPX7\", \"price\": \"$424.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)\", \"asin\": \"B084Z9KXYJ\", \"price\": \"$699.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way).\"},\n{\"title\": \"BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)\", \"asin\": \"B085WFZCVJ\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:09.313Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:09.313Z
|
click
|
search
|
rule
|
train
| 1,162 |
2025-04-12T21:44:09.313Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
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<|memory_end|>
<|action_start|>
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
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{"title": "SE ELECTRONICS\nV7 Mic Capsule for Shure Wireless - Black\nXLR", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
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{"title": "TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch", "asin": "B005BQLO4E", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon."},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)", "asin": "B085WGVL86", "price": "$219.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
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{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)", "asin": "B016APL73M", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)", "asin": "B016APL728", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium", "asin": "B01NAS7Q9Q", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon."},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)", "asin": "B0BSP3L73F", "price": "$549.00", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)", "asin": "B016APL8D6", "price": "$349.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)", "asin": "B016APL80O", "price": "$629.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black", "asin": "B07DWHBKBJ", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle", "asin": "B08B1261P9", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon."},
{"title": "XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black", "asin": "B01MR4YUTG", "price": "$379.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)", "asin": "B084Z9X7ZG", "price": "$748.25", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon."},
{"title": "BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)", "asin": "B084H469JX", "price": "$799.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)", "asin": "B084Z8PNMC", "price": "$839.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)", "asin": "B0CRHWXPX7", "price": "$424.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)", "asin": "B084Z9KXYJ", "price": "$699.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way)."},
{"title": "BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)", "asin": "B085WFZCVJ", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way)."},
{"title": "Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)", "asin": "B08W523221", "price": "$539.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System", "asin": "B01D277OR4", "price": "$599.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon."},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)", "asin": "B085WGPDCY", "price": "$389.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)", "asin": "B00IVPFZ92", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)", "asin": "B016APL8RW", "price": "$489.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way)."},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750", "asin": "B0CYPWDLBF", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)", "asin": "B0CRH8P5K6", "price": "$246.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)", "asin": "B0DT4YD363", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)", "asin": "B085DMHL81", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)", "asin": "B016APL7CS", "price": "$599.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)", "asin": "B0BSP51GFN", "price": "$559.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)", "asin": "B0BSP46P8M", "price": "$359.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)", "asin": "B0D6CZQJTN", "price": "$1,779.00", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way)."},
{"title": "QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)", "asin": "B00MG1H7X4", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)", "asin": "B007JHZ7GO", "price": "$259.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver", "asin": "B0BSP14RST", "price": "$999.00", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon."},
{"title": "Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer", "asin": "B0CZ8Z58FG", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector", "asin": "B00IVPFZ9W", "price": "$49.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550", "asin": "B0D9JJDL7P", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "B00TTQM8Z6", "price": "$45.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:09.313Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:09.313Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:09.313Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1162,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shure wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\\nWireless\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\\nWireless\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS\\nV7 Mic Capsule for Shure Wireless - Black\\nXLR\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\\nXLR\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DJI Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\"},\n{\"title\": \"DJI Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\"},\n{\"title\": \"DJI Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\"}],\n\"search_results\": [{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)\", \"asin\": \"B07WJZ2CV7\", \"price\": \"$699.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)\", \"asin\": \"B016APL73M\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)\", \"asin\": \"B016APL728\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)\", \"asin\": \"B016APL80O\", \"price\": \"$629.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle\", \"asin\": \"B08B1261P9\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black\", \"asin\": \"B01MR4YUTG\", \"price\": \"$379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)\", \"asin\": \"B084Z9X7ZG\", \"price\": \"$748.25\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon.\"},\n{\"title\": \"BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)\", \"asin\": \"B084H469JX\", \"price\": \"$799.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)\", \"asin\": \"B084Z8PNMC\", \"price\": \"$839.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)\", \"asin\": \"B0CRHWXPX7\", \"price\": \"$424.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)\", \"asin\": \"B084Z9KXYJ\", \"price\": \"$699.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way).\"},\n{\"title\": \"BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)\", \"asin\": \"B085WFZCVJ\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:09.313Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": 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3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:11.290Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:11.290Z
|
input
|
wireless microphones
|
rule
|
train
| 1,163 |
2025-04-12T21:44:11.290Z
|
input
|
wireless microphones
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shure wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Sennheiser\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\nXLR", "asin": "B07DWHBKBJ", "price": "$599.00", "quantity": ""},
{"title": "Shure\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\nWireless", "asin": "B016APL6UG", "price": "$639.00", "quantity": ""},
{"title": "Shure\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\nXLR", "asin": "B085WGVL86", "price": "$219.00", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\nXLR", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "beyerdynamic\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\nWired, Wireless", "asin": "B005BQLO4E", "price": "$229.99", "quantity": ""},
{"title": "Sennheiser\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\nWireless", "asin": "B01NAS7Q9Q", "price": "$299.00", "quantity": ""},
{"title": "beyerdynamic\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\nWired, Wireless", "asin": "B005BQLO4E", "price": "$229.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\nXLR", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Sennheiser\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\nXLR", "asin": "B07DWHBKBJ", "price": "$599.00", "quantity": ""},
{"title": "SE ELECTRONICS\nV7 Mic Capsule for Shure Wireless - Black\nXLR", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\nXLR", "asin": "B07F58YP2Z", "price": "$109.99", "quantity": ""}],
"ads": [{"title": "DJI Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera", "asin": "B0CFZX734J"},
{"title": "DJI Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs", "asin": "B0CFZY1M8M"},
{"title": "DJI Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming", "asin": "B0DDL8WGH5"}],
"search_results": [{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch", "asin": "B005BQLO4E", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon."},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)", "asin": "B085WGVL86", "price": "$219.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)", "asin": "B016APL8EU", "price": "$409.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way)."},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)", "asin": "B085WFZKYR", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)", "asin": "B07WJZ2CV7", "price": "$699.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)", "asin": "B016APL73M", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)", "asin": "B016APL728", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium", "asin": "B01NAS7Q9Q", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon."},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)", "asin": "B0BSP3L73F", "price": "$549.00", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)", "asin": "B016APL8D6", "price": "$349.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)", "asin": "B016APL80O", "price": "$629.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black", "asin": "B07DWHBKBJ", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle", "asin": "B08B1261P9", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon."},
{"title": "XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black", "asin": "B01MR4YUTG", "price": "$379.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)", "asin": "B084Z9X7ZG", "price": "$748.25", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon."},
{"title": "BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)", "asin": "B084H469JX", "price": "$799.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)", "asin": "B084Z8PNMC", "price": "$839.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)", "asin": "B0CRHWXPX7", "price": "$424.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)", "asin": "B084Z9KXYJ", "price": "$699.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way)."},
{"title": "BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)", "asin": "B085WFZCVJ", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way)."},
{"title": "Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)", "asin": "B08W523221", "price": "$539.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System", "asin": "B01D277OR4", "price": "$599.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon."},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)", "asin": "B085WGPDCY", "price": "$389.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)", "asin": "B00IVPFZ92", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)", "asin": "B016APL8RW", "price": "$489.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way)."},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750", "asin": "B0CYPWDLBF", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)", "asin": "B0CRH8P5K6", "price": "$246.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)", "asin": "B0DT4YD363", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)", "asin": "B085DMHL81", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)", "asin": "B016APL7CS", "price": "$599.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)", "asin": "B0BSP51GFN", "price": "$559.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)", "asin": "B0BSP46P8M", "price": "$359.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)", "asin": "B0D6CZQJTN", "price": "$1,779.00", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way)."},
{"title": "QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)", "asin": "B00MG1H7X4", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)", "asin": "B007JHZ7GO", "price": "$259.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver", "asin": "B0BSP14RST", "price": "$999.00", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon."},
{"title": "Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer", "asin": "B0CZ8Z58FG", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector", "asin": "B00IVPFZ9W", "price": "$49.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550", "asin": "B0D9JJDL7P", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "B00TTQM8Z6", "price": "$45.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:11.290Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:11.290Z\",\"action\": \"input\",\"acion_argument\": \"wireless microphones\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:11.290Z\",\"action\": \"input\",\"acion_argument\": \"wireless microphones\",}</answer>",
"index": 1163,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": 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Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)\", \"asin\": \"B084Z9KXYJ\", \"price\": \"$699.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way).\"},\n{\"title\": \"BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)\", \"asin\": \"B085WFZCVJ\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:11.290Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\\nWireless\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\\nWireless\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS\\nV7 Mic Capsule for Shure Wireless - Black\\nXLR\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\\nXLR\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DJI Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\"},\n{\"title\": \"DJI Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\"},\n{\"title\": \"DJI Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\"}],\n\"search_results\": [{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)\", \"asin\": \"B07WJZ2CV7\", \"price\": \"$699.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)\", \"asin\": \"B016APL73M\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)\", \"asin\": \"B016APL728\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)\", \"asin\": \"B016APL80O\", \"price\": \"$629.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle\", \"asin\": \"B08B1261P9\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black\", \"asin\": \"B01MR4YUTG\", \"price\": \"$379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)\", \"asin\": \"B084Z9X7ZG\", \"price\": \"$748.25\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon.\"},\n{\"title\": \"BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)\", \"asin\": \"B084H469JX\", \"price\": \"$799.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)\", \"asin\": \"B084Z8PNMC\", \"price\": \"$839.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)\", \"asin\": \"B0CRHWXPX7\", \"price\": \"$424.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)\", \"asin\": \"B084Z9KXYJ\", \"price\": \"$699.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way).\"},\n{\"title\": \"BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)\", \"asin\": \"B085WFZCVJ\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:11.541Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:11.541Z
|
click
|
search
|
rule
|
train
| 1,164 |
2025-04-12T21:44:11.541Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
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<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
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<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "Shure\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\nWireless", "asin": "B016APL6UG", "price": "$639.00", "quantity": ""},
{"title": "Shure\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\nXLR", "asin": "B085WGVL86", "price": "$219.00", "quantity": ""},
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{"title": "beyerdynamic\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\nWired, Wireless", "asin": "B005BQLO4E", "price": "$229.99", "quantity": ""},
{"title": "Sennheiser\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\nWireless", "asin": "B01NAS7Q9Q", "price": "$299.00", "quantity": ""},
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{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Sennheiser\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\nXLR", "asin": "B07DWHBKBJ", "price": "$599.00", "quantity": ""},
{"title": "SE ELECTRONICS\nV7 Mic Capsule for Shure Wireless - Black\nXLR", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
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"search_results": [{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch", "asin": "B005BQLO4E", "price": "$229.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon."},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)", "asin": "B085WGVL86", "price": "$219.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)", "asin": "B016APL8EU", "price": "$409.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way)."},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)", "asin": "B085WFZKYR", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)", "asin": "B07WJZ2CV7", "price": "$699.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)", "asin": "B016APL73M", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)", "asin": "B016APL728", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance", "asin": "B0DNV2YL68", "price": "$198.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium", "asin": "B01NAS7Q9Q", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "delivery": "FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon."},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)", "asin": "B0BSP3L73F", "price": "$549.00", "delivery": "FREE delivery Wed, Apr 16 Only 7 left in stock - order soon."},
{"title": "BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)", "asin": "B016APL8D6", "price": "$349.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)", "asin": "B016APL80O", "price": "$629.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black", "asin": "B07DWHBKBJ", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle", "asin": "B08B1261P9", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon."},
{"title": "XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black", "asin": "B01MR4YUTG", "price": "$379.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)", "asin": "B084Z9X7ZG", "price": "$748.25", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon."},
{"title": "BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)", "asin": "B084H469JX", "price": "$799.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)", "asin": "B084Z8PNMC", "price": "$839.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)", "asin": "B0CRHWXPX7", "price": "$424.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "TG-V50 Dynamic Cardioid Microphone for Vocals", "asin": "B004ZY717C", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)", "asin": "B084Z9KXYJ", "price": "$699.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way)."},
{"title": "BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)", "asin": "B085WFZCVJ", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way)."},
{"title": "Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)", "asin": "B08W523221", "price": "$539.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "B000CZ0R42", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)", "asin": "B016APL6UG", "price": "$639.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System", "asin": "B01D277OR4", "price": "$599.00", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon."},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)", "asin": "B085WGPDCY", "price": "$389.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)", "asin": "B00IVPFZ92", "price": "$99.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)", "asin": "B016APL8RW", "price": "$489.00", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way)."},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750", "asin": "B0CYPWDLBF", "price": "$134.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)", "asin": "B0CRH8P5K6", "price": "$246.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)", "asin": "B0DT4YD363", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)", "asin": "B085DMHL81", "price": "$279.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)", "asin": "B016APL7CS", "price": "$599.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)", "asin": "B0BSP51GFN", "price": "$559.00", "delivery": "FREE delivery Tue, Apr 15 Only 3 left in stock - order soon."},
{"title": "GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)", "asin": "B0BSP46P8M", "price": "$359.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)", "asin": "B0D6CZQJTN", "price": "$1,779.00", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way)."},
{"title": "QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)", "asin": "B00MG1H7X4", "price": "$429.00", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16"},
{"title": "Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)", "asin": "B007JHZ7GO", "price": "$259.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver", "asin": "B0BSP14RST", "price": "$999.00", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon."},
{"title": "Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer", "asin": "B0CZ8Z58FG", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector", "asin": "B00IVPFZ9W", "price": "$49.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550", "asin": "B0D9JJDL7P", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)", "asin": "B00TTQM8Z6", "price": "$45.00", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:11.541Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:11.541Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:11.541Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1164,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\\nWireless\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"quantity\": \"\"},\n{\"title\": \"Shure\\nBLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\\nXLR\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\\nWireless\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"quantity\": \"\"},\n{\"title\": \"beyerdynamic\\nTG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\\nWired, Wireless\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\\nXLR\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Sennheiser\\nPro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\\nXLR\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS\\nV7 Mic Capsule for Shure Wireless - Black\\nXLR\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\\nXLR\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DJI Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\"},\n{\"title\": \"DJI Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs\", \"asin\": \"B0CFZY1M8M\"},\n{\"title\": \"DJI Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\"}],\n\"search_results\": [{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V70DS Professional Dynamic Hypercardioid Microphone for Vocals, with Lockable On/Off Switch\", \"asin\": \"B005BQLO4E\", \"price\": \"$229.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 9 left in stock - order soon.\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX2/B58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with BLX Wireless Microphone Systems, Receiver Sold Separately | J11 Band (BLX2/SM58=-J11)\", \"asin\": \"B085WGVL86\", \"price\": \"$219.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"BLX24/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes BETA 58A Handheld Vocal Mic, Single Channel Receiver | H10 Band (BLX24/B58-H10)\", \"asin\": \"B016APL8EU\", \"price\": \"$409.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 4 left in stock (more on the way).\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | H11 Band (BLX288/PG58-H11)\", \"asin\": \"B085WFZKYR\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) SM58 Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/SM58-H10)\", \"asin\": \"B07WJZ2CV7\", \"price\": \"$699.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PGA31 Headset Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/P31-H10)\", \"asin\": \"B016APL73M\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes CVL Lavalier Mic, Bodypack Transmitter, Single Channel Receiver | H10 Band (BLX14/CVL-H10)\", \"asin\": \"B016APL728\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SM57 & SM58 Microphone Set - Professional Dynamic Cardioid Pair for Instruments & Vocals - Crisp Sound & Versatile Performance\", \"asin\": \"B0DNV2YL68\", \"price\": \"$198.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Pro Audio XSW 1-825-A Vocal Wireless Microphone, A Range 548-572 MHz, Black, medium\", \"asin\": \"B01NAS7Q9Q\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"delivery\": \"FREE delivery Mon, Apr 21 for Prime members Only 10 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD24+/SM58 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | SM58 Handheld Vocal Mic, Single Channel Receiver (GLXD24+/SM58-Z3)\", \"asin\": \"B0BSP3L73F\", \"price\": \"$549.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 7 left in stock - order soon.\"},\n{\"title\": \"BLX24/SM58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes SM58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/SM58-H9)\", \"asin\": \"B016APL8D6\", \"price\": \"$349.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX188/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) Lavalier Mics, Dual Channel Receiver | H9 Band (BLX188/CVL-H9)\", \"asin\": \"B016APL80O\", \"price\": \"$629.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pro Audio XSW 1-825 DUAL-A Channel Wireless Microphone System,Black\", \"asin\": \"B07DWHBKBJ\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-825 Dual-A Channel Wireless Microphone System with 2X Tripod Mic Stand & 2X XLR-XLR Cable Bundle\", \"asin\": \"B08B1261P9\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XSW 1-ME2-A Wireless Presentation Microphone, A Range 548-572 MHz,Black\", \"asin\": \"B01MR4YUTG\", \"price\": \"$379.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"SLXD24/B58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 58A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B58-G58)\", \"asin\": \"B084Z9X7ZG\", \"price\": \"$748.25\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 6 left in stock - order soon.\"},\n{\"title\": \"BLX288/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) BETA 58A Handheld Vocal Mics, Dual Channel Receiver | H10 Band (BLX288/B58-H10)\", \"asin\": \"B084H469JX\", \"price\": \"$799.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SLXD24/B87A Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with BETA 87A Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | G58 Band (SLXD24/B87A-G58)\", \"asin\": \"B084Z8PNMC\", \"price\": \"$839.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic Two Kit - Pro Wireless Lavalier Microphones with Camera Receiver for DSLRs, iPhone, Android, Mac & PC, 2 Bluetooth Mini Mics, 24 Hours Charge, IPX4, Portable Clip Lavs (MV-Two-KIT-Z7)\", \"asin\": \"B0CRHWXPX7\", \"price\": \"$424.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"TG-V50 Dynamic Cardioid Microphone for Vocals\", \"asin\": \"B004ZY717C\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n{\"title\": \"SLXD24/SM58 Digital Wireless Microphone System - Includes SLXD2 Handheld Transmitter with SM58 Vocal Mic Capsule and SLXD4 Single Channel Rack Mount Receiver | J52 Band (SLXD24/SM58-J52)\", \"asin\": \"B084Z9KXYJ\", \"price\": \"$699.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 16 left in stock (more on the way).\"},\n{\"title\": \"BLX1288/P31 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Headset Mics, Dual Channel Receiver | J11 Band (BLX1288/P31-J11)\", \"asin\": \"B085WFZCVJ\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 16 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"B000CZ0R42\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"BLX1288/CVL Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes Handheld & Lavalier Mics, Dual Channel Receiver | H10 Band (BLX1288/CVL-H10)\", \"asin\": \"B016APL6UG\", \"price\": \"$639.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"BLX288/PG58 H9 | Two PG58 Handheld Microphones Dual Channel Handheld Wireless System\", \"asin\": \"B01D277OR4\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Wed, Apr 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX14/SM31 Wireless Microphone System for Fitness and Aerobics - 14-Hour Battery Life, 300 ft Range | Includes SM31FH Fitness Headset Mic, Single Channel Receiver | J11 Band (BLX14/SM31-J11)\", \"asin\": \"B085WGPDCY\", \"price\": \"$389.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SM31 Fitness Headset Condenser Microphone with Moisture-Repelling Hydrophobic Construction for Workout Instructors, TQG connects to Shure Wireless Systems (Bodypack Transmitter Sold Separately)\", \"asin\": \"B00IVPFZ92\", \"price\": \"$99.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24R/B58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | BETA 58A Handheld Vocal Mic, Single Channel Rack Mount Receiver | H10 Band (BLX24R/B58-H10)\", \"asin\": \"B016APL8RW\", \"price\": \"$489.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 8 left in stock (more on the way).\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair Professional Rechargeable Wireless Mic, 2x100 UHF Metal Cordless Dynamic Mic Set for Karaoke, Church, Singing, Wedding, Meeting, DJ, 328ft TW750\", \"asin\": \"B0CYPWDLBF\", \"price\": \"$134.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MoveMic 88+ Wireless Microphone - Professional Audio Recorder for Film/Field Recording Interviews, Stereo Mic 4 Polar Patterns | Compatible with iOS/Android via Motiv App (MV88+W-Z7)\", \"asin\": \"B0DT4YD363\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with SLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G58 Band (SLXD2/SM58=-G58)\", \"asin\": \"B085DMHL81\", \"price\": \"$279.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX14R/MX53 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | MX153 Headset Mic, Single Channel Rack Mount Receiver | H9 Band (BLX14R/MX53-H9)\", \"asin\": \"B016APL7CS\", \"price\": \"$599.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"GLXD14+/PGA31 Dual Band Pro Digital Wireless Microphone System - 12-Hour Battery Life, 100 ft Range | PGA31 Headset Mic, Single Channel Receiver (GLXD14+/PGA31-Z3)\", \"asin\": \"B0BSP51GFN\", \"price\": \"$559.00\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 3 left in stock - order soon.\"},\n{\"title\": \"GLXD2+/B58 Handheld Transmitter with BETA 58A Vocal Mic Capsule - for use with GLX-D+ Dual Band Digital Wireless Microphone Systems, Receiver Sold Separately (GLXD2+/B58=-Z3)\", \"asin\": \"B0BSP46P8M\", \"price\": \"$359.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"SLXD24D/N8CB Dual Channel Wireless Microphone System - Includes Two SLXD2 Handheld Transmitters with Nexadyne 8/S Vocal Mic Capsules, SLXD4D Rack Mount Receiver | J52 Band (SLXD24D/N8SB-J52)\", \"asin\": \"B0D6CZQJTN\", \"price\": \"$1,779.00\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"QLXD2/SM58 Handheld Transmitter with SM58 Vocal Mic Capsule - for use with QLX-D Digital Wireless Microphone Systems, Receiver Sold Separately | G50 Band (QLXD2/SM58=-G50)\", \"asin\": \"B00MG1H7X4\", \"price\": \"$429.00\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"Microflex MX153 Earset Headworn Microphone - Tan, Omnidirectional Mic, TQG / TA4F Connector Wireless Bodypack Transmitters (MX153T/O-TQG)\", \"asin\": \"B007JHZ7GO\", \"price\": \"$259.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"GLXD124R+/85 Dual Band Pro Digital Wireless Microphone System for Church, Karaoke, Vocals - 12-Hour Battery Life, 100 ft Range | Handheld & Lavalier Mics, Single Channel Rack Mount Receiver\", \"asin\": \"B0BSP14RST\", \"price\": \"$999.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wireless Microphones System with UHF Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 4 * 10 Channels, 200ft Range for Church Conference Performance Singing Karaoke PA Speaker Mixer\", \"asin\": \"B0CZ8Z58FG\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA31-TQG Headworn Cardioid Condenser Microphone with TA4F Connector\", \"asin\": \"B00IVPFZ9W\", \"price\": \"$49.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Auto Scan & Pair UHF Rechargeable Karaoke Mic, 2x100 Professional Dynamic Cordless Mic for Singing Church Wedding DJ with Adjustable Volume, Quick Mute 262ft TW550\", \"asin\": \"B0D9JJDL7P\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PGA48 Dynamic Microphone - Handheld Mic for Vocals with Cardioid Pick-up Pattern, Discrete On/Off Switch, 3-pin XLR Connector, 15' XLR-to-XLR Cable, Stand Adapter and Zipper Pouch (PGA48-XLR)\", \"asin\": \"B00TTQM8Z6\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:11.541Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. 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3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:26.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:26.521Z
|
click_product
|
B07JNDVS6H
|
rule
|
train
| 1,165 |
2025-04-12T21:44:26.521Z
|
click_product
|
B07JNDVS6H
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\nUHF, 6.35 mm Jack, XLR", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\nUHF", "asin": "B08W523221", "price": "$539.99", "quantity": ""},
{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\nUHF, 6.35 mm Jack, XLR", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\nUHF, 6.35 mm Jack, XLR", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "SE ELECTRONICS\nV7 Mic Capsule for Shure Wireless - Black\nXLR", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)\nUHF", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro\nWireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\nUHF", "asin": "B08W523221", "price": "$539.99", "quantity": ""}],
"ads": [{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF"},
{"title": "innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church", "asin": "B07W5PKR5F"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z"}],
"search_results": [{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mic 2 (1 TX + 1 RX), Wireless Microphone with Intelligent Noise Cancelling, 32-bit Float Internal Recording, Optimized Sound, 250m (820 ft.) Range, Microphone for iPhone, Android, Camera, Vlogs", "asin": "B0CFZY1M8M", "price": "$219.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "B0CMJTSVRW", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System", "asin": "B0D72S7QBY", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)", "asin": "B08W523221", "price": "$539.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "U3 XLR Microphone Wireless System 2.4GHz Wireless XLR Transmitter and Receiver for Dynamic Microphone, Audio Mixer, PA System", "asin": "B08GFLDX2F", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Metal Handheld Dynamic, Auto Scan, Long Range 200-300Ft,16 Hours Use for Church,Singing Bands (WM500)", "asin": "B0CRH8P5K6", "price": "$246.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera", "asin": "B0CFZX734J", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More", "asin": "B000VXF2I6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "B09P3T1X8Q", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, UHF 4-Channel Wireless Mic Set w/ 4 Bodypacks,Headsets/Lapel Mics, 4x40 Frequencies, Auto Scan,328ft Coverage, Microphone for Singing, DJ, Church(PTU-7000-4B)", "asin": "B086ST485S", "price": "$309.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Dual UHF Wireless Microphone System\uff0cAuto-Scan Cordless Mic Set w/ 2x100 Frequencies, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-71-2B)", "asin": "B0CWXYPX6B", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok", "asin": "B0CY7P3WVK", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview", "asin": "B0DNWD66PX", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray", "asin": "B0CNVVTF3P", "price": "$21.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube", "asin": "B0DNZJWXY9", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Professional Mic, Automatically Pair Metal Cordless Mic with 4 Metal Handheld Microphones, 400ft Range, for Singing, Karaoke, Party", "asin": "B09XWT66N2", "price": "$159.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming", "asin": "B0DDL8WGH5", "price": "$169.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference", "asin": "B0DSZYWY7H", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)", "asin": "B0DCNHGY83", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)", "asin": "B071SGMQ7V", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.", "asin": "B0CF23Y8F5", "price": "$62.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2", "asin": "B0CZ3YPYFM", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)", "asin": "B085WFZMDG", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation", "asin": "B0CB2HGR9Q", "price": "$334.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting", "asin": "B0DLVW1NBS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech", "asin": "B0D6YZ7THH", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft", "asin": "B0B752BSD3", "price": "$33.98", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech", "asin": "B075MBJF8B", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera", "asin": "B0CF2CPLQQ", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "R\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME", "asin": "B0BQLB596V", "price": "$134.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming", "asin": "B0B3MG9WLL", "price": "$59.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)", "asin": "B07PPDR5NT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B", "asin": "B076F5W8Q5", "price": "$45.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)", "asin": "B082W6RQ6W", "price": "$61.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)", "asin": "B0CNBL41HF", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red", "asin": "B0CC8SMFCL", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:26.521Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:26.521Z\",\"action\": \"click_product\",\"acion_argument\": \"B07JNDVS6H\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:26.521Z\",\"action\": \"click_product\",\"acion_argument\": \"B07JNDVS6H\",}</answer>",
"index": 1165,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure 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3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Wireless Microphone set with Headset and Lavalier Lapel Mics, Beltpack Transmitter and Receiver,Ideal for Teaching, Preaching and Public Speaking Applications-K037B\", \"asin\": \"B076F5W8Q5\", \"price\": \"$45.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:26.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:43.342Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:43.342Z
|
click
|
page_related
|
rule
|
train
| 1,166 |
2025-04-12T21:44:43.342Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:43.342Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:43.342Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:43.342Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1166,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:43.342Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:47.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:44:47.711Z
|
click
|
other
|
rule
|
train
| 1,167 |
2025-04-12T21:44:47.711Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:44:47.711Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:44:47.711Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:44:47.711Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1167,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:44:47.711Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:45:54.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:45:54.015Z
|
click
|
review
|
rule
|
train
| 1,168 |
2025-04-12T21:45:54.015Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:45:54.015Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:45:54.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:45:54.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1168,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:45:54.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:14.910Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:14.910Z
|
click
|
review
|
rule
|
train
| 1,169 |
2025-04-12T21:46:14.910Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:14.910Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:14.910Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:14.910Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1169,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:14.910Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:18.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:18.623Z
|
click
|
review
|
rule
|
train
| 1,170 |
2025-04-12T21:46:18.623Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:18.623Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:18.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:18.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1170,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:18.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:19.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:19.724Z
|
click
|
review
|
rule
|
train
| 1,171 |
2025-04-12T21:46:19.724Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:19.724Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:19.724Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:19.724Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1171,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:19.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:21.068Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:21.068Z
|
click
|
review
|
rule
|
train
| 1,172 |
2025-04-12T21:46:21.068Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:21.068Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:21.068Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:21.068Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1172,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:21.068Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:34.688Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:34.688Z
|
click
|
review
|
rule
|
train
| 1,173 |
2025-04-12T21:46:34.688Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:34.688Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:34.688Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:34.688Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1173,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:34.688Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:36.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:36.525Z
|
click
|
review
|
rule
|
train
| 1,174 |
2025-04-12T21:46:36.525Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:36.525Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:36.525Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:36.525Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1174,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:36.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:39.263Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:39.263Z
|
click
|
review
|
rule
|
train
| 1,175 |
2025-04-12T21:46:39.263Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:39.263Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:39.263Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:39.263Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1175,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:39.263Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:40.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:40.539Z
|
click
|
review
|
rule
|
train
| 1,176 |
2025-04-12T21:46:40.539Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:40.539Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:40.539Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:40.539Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1176,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:40.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:41.483Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:41.483Z
|
click
|
review
|
rule
|
train
| 1,177 |
2025-04-12T21:46:41.483Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:41.483Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:41.483Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:41.483Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1177,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:41.483Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:42.488Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:42.488Z
|
click
|
review
|
rule
|
train
| 1,178 |
2025-04-12T21:46:42.488Z
|
click
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review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:42.488Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:42.488Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:42.488Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1178,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:42.488Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:43.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:43.778Z
|
click
|
review
|
rule
|
train
| 1,179 |
2025-04-12T21:46:43.778Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:43.778Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:43.778Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:43.778Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1179,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:43.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:44.963Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:44.963Z
|
click
|
review
|
rule
|
train
| 1,180 |
2025-04-12T21:46:44.963Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:44.963Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:44.963Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:44.963Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1180,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:44.963Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:45.668Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:45.668Z
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click
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review
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rule
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train
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2025-04-12T21:46:45.668Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:45.668Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:45.668Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:45.668Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1181,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:45.668Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:46.456Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:46.456Z
|
click
|
review
|
rule
|
train
| 1,182 |
2025-04-12T21:46:46.456Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
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{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:46.456Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:46.456Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:46.456Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1182,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:46.456Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:50.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:50.386Z
|
click
|
review
|
rule
|
train
| 1,183 |
2025-04-12T21:46:50.386Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:50.386Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:50.386Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:50.386Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1183,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:50.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:52.036Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:52.036Z
|
click
|
review
|
rule
|
train
| 1,184 |
2025-04-12T21:46:52.036Z
|
click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:52.036Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:52.036Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:52.036Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1184,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:52.036Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:59.627Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:46:59.627Z
|
click
|
review
|
rule
|
train
| 1,185 |
2025-04-12T21:46:59.627Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:46:59.627Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:46:59.627Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:46:59.627Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1185,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:46:59.627Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:01.443Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:01.443Z
|
click
|
review
|
rule
|
train
| 1,186 |
2025-04-12T21:47:01.443Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:01.443Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:01.443Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:01.443Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1186,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:01.443Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:03.017Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:03.017Z
|
click
|
review
|
rule
|
train
| 1,187 |
2025-04-12T21:47:03.017Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:03.017Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:03.017Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:03.017Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1187,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:03.017Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:04.187Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:04.187Z
|
click
|
review
|
rule
|
train
| 1,188 |
2025-04-12T21:47:04.187Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:04.187Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:04.187Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:04.187Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1188,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:04.187Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:05.080Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:05.080Z
|
click
|
review
|
rule
|
train
| 1,189 |
2025-04-12T21:47:05.080Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:05.080Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:05.080Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:05.080Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1189,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:05.080Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:05.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:05.785Z
|
click
|
review
|
rule
|
train
| 1,190 |
2025-04-12T21:47:05.785Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:05.785Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:05.785Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:05.785Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1190,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:05.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:23.605Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:23.605Z
|
click
|
review
|
rule
|
train
| 1,191 |
2025-04-12T21:47:23.605Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:23.605Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:23.605Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:23.605Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1191,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:23.605Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:30.237Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:30.237Z
|
click
|
review
|
rule
|
train
| 1,192 |
2025-04-12T21:47:30.237Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:30.237Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:30.237Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:30.237Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1192,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:30.237Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:32.284Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:32.284Z
|
click
|
review
|
rule
|
train
| 1,193 |
2025-04-12T21:47:32.284Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:32.284Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:32.284Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:32.284Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1193,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:32.284Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:33.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:33.843Z
|
click
|
review
|
rule
|
train
| 1,194 |
2025-04-12T21:47:33.843Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
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{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
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{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
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{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
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{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
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{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
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{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
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{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
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{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
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{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
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{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:33.843Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:33.843Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:33.843Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1194,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:33.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:38.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:38.644Z
|
click
|
review
|
rule
|
train
| 1,195 |
2025-04-12T21:47:38.644Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:38.644Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:38.644Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:38.644Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1195,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:38.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:43.437Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:43.437Z
|
click
|
review
|
rule
|
train
| 1,196 |
2025-04-12T21:47:43.437Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:43.437Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:43.437Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:43.437Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1196,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:43.437Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:55.093Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:47:55.093Z
|
click
|
other
|
rule
|
train
| 1,197 |
2025-04-12T21:47:55.093Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "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": "wireless microphones"}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B07JNDVS6H"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)"},
{"price": "$149.99"},
{"bullet_list": "ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation", "asin": "/promo/A2539K8Q6V5DK2", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)", "asin": "B0C369NDY8", "price": "$49.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "/promo/A37SZ51ZLPIOXO", "price": "$109.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VY4O", "price": "$16.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red", "asin": "B0C98R5M38", "price": "$179.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99"},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:47:55.093Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:47:55.093Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:47:55.093Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1197,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07JNDVS6H\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"ENHANCED SIGNAL RELIABILITY: Harnessing the power of Auto Scan, the UHF wireless karaoke microphone system rapidly identifies the least-interference frequency to sync. This advanced feature of the wireless microphone & system increases anti-interference ability and decreases interference between each channel. The wireless DJ microphone system also has lock function to lock selected frequency. 2x100 Selectable UHF frequencies allows multiset operation of up to 16 transmitters simultaneously PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless mic system with selectable frequency. Channel 1: 538.3 - 566.5 Mhz (100 frequencies). Channel 2: 571.3 - 599.5 MHz (100 frequencies). The microphone wireless employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation for this microfono inalambrico set of 290 ft \\u2013 328 ft line of sight REFINED SOUND CLARITY: With specially tuned EQ, the dynamic microphone delivers an output frequency response curve similar to the Harman curve, featuring fuller low frequencies, bright high frequencies, and a balanced midrange. Employing a cardioid polar pattern, the microfonos inalambricos professional ensures precise sound pickup and effectively rejects ambient noise. Additionally, the replaceable mic wireless head design extends product lifespan and ensures ongoing optimal performance DURABLE METAL CONSTRUCTION: Built with a sleek metal design, the UHF mic receiver and wireless professional microphone not only offer a premium look and feel but also ensure extended durability and an enhanced user experience. Moreover, the handheld microphone's mute function provides added convenience and flexibility, allowing for quick control during performances. Suitable cordless microphone for church, wedding, karaoke, DJ gigs, public speaking, etc BOX CONTENTS: 1 x dual channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x 6.5 mm to 3.5 mm adapter, 1 x power adapter, 2 x antenna, 2 x anti-rolling ring, 4 x AA battery for 16 hrs long hour use, 1 x user manual, 4 x rubber feet. You can conveniently source all necessary components from our store, enabling the quick and efficient setup of your system according to your specific needs PURCHASE WITH CONFIDENCE: Phenyx Pro products are crafted with premium components and precision engineering, ensuring trusted quality and lasting reliability. We stand firmly behind every product we make\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Medium Size Carrying Case, Customizable Pre-Diced Foam, Aluminum Alloy Sturdy Build, Suitable for Wireless Mic System Storage & Camera Gear Transportation\", \"asin\": \"/promo/A2539K8Q6V5DK2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Aluminum Alloy Frame Carrying Case with One-layer Pre-Diced Pick and Pluck Foam, Ideal for Phenyx Pro Single/Dual Wireless Mic Systems Transportation (Size Medium 17.1 x 12.6 x 4.1 In)\", \"asin\": \"B0C369NDY8\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"/promo/A37SZ51ZLPIOXO\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium Short XLR to XLR Cables - 3ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VY4O\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphones System with 4x10 Channels Dynamic Handheld Mics 4 Antennas for 295FT Long Distance Mic with Adjustable Frequencies Auto Connect for Singing Party Church Karaoke, Silver&Red\", \"asin\": \"B0C98R5M38\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"Phenyx Pro True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:47:55.093Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:48:31.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:48:31.266Z
|
click
|
other
|
rule
|
train
| 1,198 |
2025-04-12T21:48:31.266Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:48:31.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:48:31.266Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:48:31.266Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1198,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:48:31.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:59:33.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:59:33.254Z
|
click
|
other
|
rule
|
train
| 1,199 |
2025-04-12T21:59:33.254Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:59:33.254Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:59:33.254Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:59:33.254Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1199,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:59:33.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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